1 Introduction to Courses and Instructor.mp4 (97.6 MB)
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2 Introduction to Instructor.mp4 (19.7 MB)
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3 Introduction to the Course Feedbacks and Review.mp4 (29.06 MB)
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10 Why Python and Jupyter Notebook Why Python.mp4 (41.11 MB)
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11 Why Python and Jupyter Notebook Why Jupyter Notebooks.mp4 (47.35 MB)
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12 Installation of Anaconda and IPython Shell Installing Python and Jupyter Anacon.mp4 (28.94 MB)
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13 Installation of Anaconda and IPython Shell Your First Python Code- Hello World.mp4 (44.05 MB)
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14 Installation of Anaconda and IPython Shell Coding in IPython Shell.mp4 (26.03 MB)
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15 Variable and Operator Variables.mp4 (68.04 MB)
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16 Variable and Operator Operators.mp4 (54.98 MB)
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17 Variable and Operator Variable Name Quiz.mp4 (23.22 MB)
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18 Variable and Operator Bool Data Type in Python.mp4 (27.14 MB)
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19 Variable and Operator Comparison in Python.mp4 (29.96 MB)
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2 Introduction to the Course Focus of the Course-Part 1.mp4 (46.52 MB)
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20 Variable and Operator Combining Comparisons in Python.mp4 (45.59 MB)
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21 Variable and Operator Combining Comparisons Quiz.mp4 (19.77 MB)
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22 Python Useful function Python Function- Round.mp4 (22.78 MB)
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23 Python Useful function Python Function- Divmod.mp4 (18.91 MB)
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24 Python Useful function Python Function- Is instance and PowFunctions.mp4 (24.7 MB)
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25 Python Useful function Python Function- Input.mp4 (44.22 MB)
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26 Control Flow in Python If Python Condition.mp4 (55.91 MB)
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27 Control Flow in Python if Elif Else Python Conditions.mp4 (41.47 MB)
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28 Control Flow in Python More on if Elif Else Python Conditions.mp4 (52.89 MB)
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29 Control Flow in Python Indentations.mp4 (75.92 MB)
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3 Introduction to the Course Focus of the Course-Part 2.mp4 (38.01 MB)
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30 Control Flow in Python Comments and Problem Solving Practice With If.mp4 (93.2 MB)
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31 Control Flow in Python While Loop.mp4 (42.08 MB)
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32 Control Flow in Python While Loop break Continue.mp4 (59.91 MB)
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33 Control Flow in Python For Loop.mp4 (38.98 MB)
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34 Control Flow in Python Else In For Loop.mp4 (44.36 MB)
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35 Control Flow in Python Loops Practice-Sorting Problem.mp4 (64.7 MB)
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36 Function and Module in Python Functions in Python.mp4 (45.02 MB)
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37 Function and Module in Python DocString.mp4 (44.52 MB)
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38 Function and Module in Python Input Arguments.mp4 (44.5 MB)
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39 Function and Module in Python Multiple Input Arguments.mp4 (46.81 MB)
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4 Basics of Programming Understanding the Algorithm.mp4 (114.12 MB)
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40 Function and Module in Python Ordering Multiple Input Arguments.mp4 (33.83 MB)
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41 Function and Module in Python Output Arguments and Return Statement.mp4 (32.96 MB)
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42 Function and Module in Python Function Practice-Output Arguments and Return Statement.mp4 (62.2 MB)
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43 Function and Module in Python Variable Number of Input Arguments.mp4 (39.84 MB)
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44 Function and Module in Python Variable Number of Input Arguments as Dictionary.mp4 (41.8 MB)
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45 Function and Module in Python Default Values in Python.mp4 (58.29 MB)
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46 Function and Module in Python Modules in Python.mp4 (30.16 MB)
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47 Function and Module in Python Making Modules in Python.mp4 (73.86 MB)
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48 Function and Module in Python Function Practice-Sorting List in Python.mp4 (140.9 MB)
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49 String in Python Strings.mp4 (46.77 MB)
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5 Basics of Programming FlowCharts and Pseudocodes.mp4 (47.78 MB)
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50 String in Python Multi Line Strings.mp4 (32.59 MB)
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51 String in Python Indexing Strings.mp4 (66.62 MB)
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52 String in Python String Methods.mp4 (71.52 MB)
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53 String in Python String Escape Sequences.mp4 (51.85 MB)
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54 Data Structure (List, Tuple, Set, Dictionary) Introduction to Data Structure.mp4 (53.71 MB)
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55 Data Structure (List, Tuple, Set, Dictionary) Defining and Indexing.mp4 (60.6 MB)
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56 Data Structure (List, Tuple, Set, Dictionary) Insertion and Deletion.mp4 (46.62 MB)
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57 Data Structure (List, Tuple, Set, Dictionary) Python Practice-Insertion and Deletion.mp4 (34.67 MB)
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58 Data Structure (List, Tuple, Set, Dictionary) Deep Copy or Reference Slicing.mp4 (48.82 MB)
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59 Data Structure (List, Tuple, Set, Dictionary) Exploring Methods Using TAB Completion.mp4 (43.47 MB)
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6 Basics of Programming Example of Algorithms- Making Tea Problem.mp4 (56.82 MB)
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60 Data Structure (List, Tuple, Set, Dictionary) Data Structure Abstract Ways.mp4 (31.28 MB)
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61 Data Structure (List, Tuple, Set, Dictionary) Data Structure Practice.mp4 (115.87 MB)
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62 NumPy for Numerical Data Processing Introduction to NumPy.mp4 (34.78 MB)
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63 NumPy for Numerical Data Processing NumPy Dimensions.mp4 (64.69 MB)
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64 NumPy for Numerical Data Processing NumPy Shape, Size and Bytes.mp4 (22.59 MB)
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65 NumPy for Numerical Data Processing Arange, Random and Reshape-Part 1.mp4 (48.36 MB)
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66 NumPy for Numerical Data Processing Arange, Random and Reshape-Part 2.mp4 (58.36 MB)
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67 NumPy for Numerical Data Processing Slicing-Part 1.mp4 (59.7 MB)
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68 NumPy for Numerical Data Processing Slicing-Part 2.mp4 (42.57 MB)
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69 NumPy for Numerical Data Processing NumPy Masking.mp4 (48.09 MB)
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7 Basics of Programming Example of Algorithms-Searching Minimun.mp4 (97.98 MB)
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70 NumPy for Numerical Data Processing NumPy BroadCasting and Concatination.mp4 (43.96 MB)
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71 NumPy for Numerical Data Processing NumPy ufuncs Speed Test.mp4 (31.42 MB)
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72 Pandas for Data Manipulation Introduction to Pandas.mp4 (28.49 MB)
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73 Pandas for Data Manipulation Pandas Series.mp4 (29.05 MB)
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74 Pandas for Data Manipulation Pandas Data Frame.mp4 (40.76 MB)
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75 Pandas for Data Manipulation Pandas Missing Values.mp4 (28.54 MB)
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76 Pandas for Data Manipulation Pandas loc and iloc.mp4 (33.38 MB)
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77 Pandas for Data Manipulation Pandas Practice-Using COVID19 Data -Part 1.mp4 (97.11 MB)
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78 Pandas for Data Manipulation Pandas Practice-Using COVID19 Data -Part 2.mp4 (56.28 MB)
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79 Matplotlib, Seaborn, and Bokeh for Data Visualization Introduction to Matplotlib.mp4 (39.07 MB)
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8 Basics of Programming Example of Algorithms-Sorting Problem.mp4 (47.01 MB)
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80 Matplotlib, Seaborn, and Bokeh for Data Visualization Seaborn Vs Matplotlib Style.mp4 (37.93 MB)
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81 Matplotlib, Seaborn, and Bokeh for Data Visualization Histograms Kdeplot.mp4 (99.77 MB)
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82 Matplotlib, Seaborn, and Bokeh for Data Visualization Seaborn Pairplot and Jointplot.mp4 (24.8 MB)
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83 Matplotlib, Seaborn, and Bokeh for Data Visualization Seaborn Pairplot using Iris Data.mp4 (51.83 MB)
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84 Matplotlib, Seaborn, and Bokeh for Data Visualization Introduction to Bokeh.mp4 (72.04 MB)
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85 Matplotlib, Seaborn, and Bokeh for Data Visualization Bokeh Gridplot.mp4 (40.5 MB)
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86 Scikit-Learn for Machine Learning Introduction to Scikit-Learn.mp4 (32.8 MB)
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87 Scikit-Learn for Machine Learning Scikit-Learn for Linear Regression.mp4 (44.87 MB)
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88 Scikit-Learn for Machine Learning Scikit-Learn for SVM and Random Forests.mp4 (115.94 MB)
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89 Scikit-Learn for Machine Learning ScikitLearn- Trend Analysis COVID19.mp4 (80.34 MB)
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9 Basics of Programming Sorting Problem in Python.mp4 (62.98 MB)
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90 Scikit-Learn for Machine Learning THANK YOU Bonus Video.mp4 (29.83 MB)
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10 NumPy for Numerical Data Processing Ufuncs Output Argument.mp4 (32.48 MB)
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11 NumPy for Numerical Data Processing NumPy Playing with Images.mp4 (123.83 MB)
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12 NumPy for Numerical Data Processing NumPy Playing with Images Quiz.mp4 (9.04 MB)
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13 NumPy for Numerical Data Processing NumPy Playing with Images Solution.mp4 (32.08 MB)
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14 NumPy for Numerical Data Processing NumPy KNN Classifier fromScratch.mp4 (133.22 MB)
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15 NumPy for Numerical Data Processing NumPy Structured Arrays.mp4 (39.68 MB)
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16 NumPy for Numerical Data Processing NumPy Structured Arrays Quiz.mp4 (8.51 MB)
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17 NumPy for Numerical Data Processing NumPy Structured Arrays Solution.mp4 (39.55 MB)
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18 Pandas for Data Manipulation and Understanding Introduction to Pandas.mp4 (29.64 MB)
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19 Pandas for Data Manipulation and Understanding Pandas Series.mp4 (30.28 MB)
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2 Introduction to the Course Focus of the Course.mp4 (16.45 MB)
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20 Pandas for Data Manipulation and Understanding Pandas DataFrame.mp4 (42.51 MB)
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21 Pandas for Data Manipulation and Understanding Pandas DataFrame Quiz.mp4 (9.47 MB)
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22 Pandas for Data Manipulation and Understanding Pandas DataFrame Solution.mp4 (37.5 MB)
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23 Pandas for Data Manipulation and Understanding Pandas Missing Values.mp4 (29.77 MB)
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24 Pandas for Data Manipulation and Understanding Pandas Loc Iloc.mp4 (34.85 MB)
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25 Pandas for Data Manipulation and Understanding Pandas in Practice.mp4 (174.55 MB)
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26 Pandas for Data Manipulation and Understanding Pandas Group by.mp4 (57.1 MB)
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27 Pandas for Data Manipulation and Understanding Pandas Group by Quiz.mp4 (13.5 MB)
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28 Pandas for Data Manipulation and Understanding Pandas Group by Solution.mp4 (19.78 MB)
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29 Pandas for Data Manipulation and Understanding Hierarchical Indexing.mp4 (36.83 MB)
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3 Introduction to the Course Content of the Course.mp4 (26.44 MB)
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30 Pandas for Data Manipulation and Understanding Pandas Rolling.mp4 (37.98 MB)
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31 Pandas for Data Manipulation and Understanding Pandas Rolling Quiz.mp4 (8.63 MB)
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32 Pandas for Data Manipulation and Understanding Pandas Rolling Solution.mp4 (17.78 MB)
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33 Pandas for Data Manipulation and Understanding Pandas Where.mp4 (30.76 MB)
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34 Pandas for Data Manipulation and Understanding Pandas Clip.mp4 (22.39 MB)
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35 Pandas for Data Manipulation and Understanding Pandas Clip Quiz.mp4 (8.45 MB)
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36 Pandas for Data Manipulation and Understanding Pandas Clip Solution.mp4 (19.05 MB)
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37 Pandas for Data Manipulation and Understanding Pandas Merge.mp4 (46.2 MB)
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38 Pandas for Data Manipulation and Understanding Pandas Merge Quiz.mp4 (8.43 MB)
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39 Pandas for Data Manipulation and Understanding Pandas Merge Solution.mp4 (19.66 MB)
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4 Introduction to the Course Request for Your Honest Review.mp4 (29.16 MB)
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40 Pandas for Data Manipulation and Understanding Pandas Pivot Table.mp4 (76.18 MB)
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41 Pandas for Data Manipulation and Understanding Pandas Strings.mp4 (25.09 MB)
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42 Pandas for Data Manipulation and Understanding Pandas DateTime.mp4 (32.2 MB)
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43 Pandas for Data Manipulation and Understanding Pandas Hands On COVID19 Data.mp4 (185.45 MB)
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44 Pandas for Data Manipulation and Understanding Pandas Hands On COVID19 Data Bug.mp4 (19.87 MB)
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45 Matplotlib for Data Visualization Introduction to Matplotlib.mp4 (27.98 MB)
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46 Matplotlib for Data Visualization Matplotlib Multiple Plots.mp4 (54.14 MB)
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47 Matplotlib for Data Visualization Matplotlib Colors and Styles.mp4 (52.58 MB)
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48 Matplotlib for Data Visualization Matplotlib Colors and Styles Quiz.mp4 (8.19 MB)
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49 Matplotlib for Data Visualization Matplotlib Colors and Styles Solution.mp4 (22.6 MB)
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5 NumPy for Numerical Data Processing Ufuncs Add, Sum and Plus Operators.mp4 (76.08 MB)
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50 Matplotlib for Data Visualization Matplotlib Colors and Styles Shortcuts.mp4 (47.8 MB)
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51 Matplotlib for Data Visualization Matplotlib Axis Limits.mp4 (55.73 MB)
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52 Matplotlib for Data Visualization Matplotlib Axis Limits Quiz.mp4 (7.59 MB)
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53 Matplotlib for Data Visualization Matplotlib Axis Limits Solution.mp4 (17.55 MB)
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54 Matplotlib for Data Visualization Matplotlib Legends Labels.mp4 (39.73 MB)
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55 Matplotlib for Data Visualization Matplotlib Set Function.mp4 (31.61 MB)
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56 Matplotlib for Data Visualization Matplotlib Set Function Quiz.mp4 (6.46 MB)
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57 Matplotlib for Data Visualization Matplotlib Set Function Solution.mp4 (28.19 MB)
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58 Matplotlib for Data Visualization Matplotlib Markers.mp4 (46.58 MB)
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59 Matplotlib for Data Visualization Matplotlib Markers Randomplots.mp4 (40.18 MB)
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6 NumPy for Numerical Data Processing Ufuncs Subtract Power Mod.mp4 (46.29 MB)
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60 Matplotlib for Data Visualization Matplotlib Scatter Plot.mp4 (71.57 MB)
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61 Matplotlib for Data Visualization Matplotlib Contour Plot.mp4 (47.15 MB)
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62 Matplotlib for Data Visualization Matplotlib Contour Plot Quiz.mp4 (10.13 MB)
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63 Matplotlib for Data Visualization Matplotlib Contour Plot Solution.mp4 (28.55 MB)
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64 Matplotlib for Data Visualization Matplotlib Histograms.mp4 (43.96 MB)
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65 Matplotlib for Data Visualization Matplotlib Subplots.mp4 (58.83 MB)
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66 Matplotlib for Data Visualization Matplotlib Subplots Quiz.mp4 (8.75 MB)
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67 Matplotlib for Data Visualization Matplotlib Subplots Solution.mp4 (29.74 MB)
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68 Matplotlib for Data Visualization Matplotlib 3D Introduction.mp4 (34.67 MB)
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69 Matplotlib for Data Visualization Matplotlib 3D Scatter Plots.mp4 (29.48 MB)
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7 NumPy for Numerical Data Processing Ufuncs Comparisons Logical Operators.mp4 (65.56 MB)
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70 Matplotlib for Data Visualization Matplotlib 3D Scatter Plots Quiz.mp4 (6.83 MB)
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71 Matplotlib for Data Visualization Matplotlib 3D Scatter Plots Solution.mp4 (27.89 MB)
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72 Matplotlib for Data Visualization Matplotlib 3D Surface Plots.mp4 (46.66 MB)
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73 Seaborn for Data Visualization Introduction to Seaborn.mp4 (53.32 MB)
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74 Seaborn for Data Visualization Seaborn Relplot.mp4 (26.13 MB)
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75 Seaborn for Data Visualization Seaborn Relplot Quiz.mp4 (7.82 MB)
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76 Seaborn for Data Visualization Seaborn Relplot Solution.mp4 (29.4 MB)
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77 Seaborn for Data Visualization Seaborn Relplot Kind Line.mp4 (29.89 MB)
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78 Seaborn for Data Visualization Seaborn Relplot Facets.mp4 (44.69 MB)
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79 Seaborn for Data Visualization Seaborn Relplot Facets Quiz.mp4 (8.03 MB)
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8 NumPy for Numerical Data Processing Ufuncs Comparisons Logical Operators Quiz.mp4 (10.59 MB)
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80 Seaborn for Data Visualization Seaborn Relplot Facets Solution.mp4 (15.53 MB)
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81 Seaborn for Data Visualization Seaborn Catplot.mp4 (29.93 MB)
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82 Seaborn for Data Visualization Seaborn Heatmaps.mp4 (21.36 MB)
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83 Bokeh for Interactive Plotting Introduction to Bokeh.mp4 (24.06 MB)
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84 Bokeh for Interactive Plotting Bokeh Multiplots Markers.mp4 (37.33 MB)
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85 Bokeh for Interactive Plotting Bokeh Multiplots Grid Plot.mp4 (34.31 MB)
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86 Bokeh for Interactive Plotting Bokeh Multiplots Grid Plot Quiz.mp4 (14.52 MB)
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87 Bokeh for Interactive Plotting Bokeh Multiplots Grid Plot Solution.mp4 (62 MB)
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88 Plotly for 3D Interactive Plotting Plotly 3D Interactive Scatter Plot.mp4 (45.57 MB)
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89 Plotly for 3D Interactive Plotting Plotly 3D Interactive Scatter Plot Quiz.mp4 (9.78 MB)
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9 NumPy for Numerical Data Processing Ufuncs Comparisons Logical Operators Solution.mp4 (24.84 MB)
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90 Plotly for 3D Interactive Plotting Plotly 3D Interactive Scatter Plot Solution.mp4 (36.75 MB)
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91 Plotly for 3D Interactive Plotting Plotly 3D Interactive Surface Plot.mp4 (31.95 MB)
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92 Plotly for 3D Interactive Plotting Plotly 3D Interactive Surface Plot Quiz.mp4 (8.75 MB)
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93 Plotly for 3D Interactive Plotting Plotly 3D Interactive Surface Plot Solution.mp4 (35.47 MB)
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94 Geographic Maps with Folium Geographic Maps with Folium using COVID-19 Data.mp4 (79.73 MB)
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95 Geographic Maps with Folium Geographic Maps with Folium using COVID-19 Data Quiz.mp4 (6.6 MB)
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96 Geographic Maps with Folium Geographic Maps with Folium using COVID-19 Data Solution.mp4 (61.95 MB)
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97 Pandas for Plotting Pandas for Plotting.mp4 (52.06 MB)
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98 Pandas for Plotting THANK YOU Bonus Video.mp4 (29.87 MB)
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10 Sets Cardinality of a Set.mp4 (57.03 MB)
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100 Multiple Random Variables Joint Distributions Exercise 01.mp4 (6.04 MB)
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101 Multiple Random Variables Joint Distributions Solution 01.mp4 (25.74 MB)
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102 Multiple Random Variables Joint Distributions Exercise 02.mp4 (5.85 MB)
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103 Multiple Random Variables Joint Distributions Solution 02.mp4 (12.16 MB)
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104 Multiple Random Variables Joint Distributions Exercise 03.mp4 (5.7 MB)
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105 Multiple Random Variables Joint Distributions Solution 03.mp4 (11.23 MB)
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106 Multiple Random Variables Multivariate Gaussian.mp4 (34.41 MB)
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107 Multiple Random Variables Conditioning Independence.mp4 (27.23 MB)
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108 Multiple Random Variables Classification.mp4 (26.77 MB)
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109 Multiple Random Variables Naive Bayes Classification.mp4 (18.8 MB)
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11 Sets Subsets PowerSet UniversalSet.mp4 (21.98 MB)
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110 Multiple Random Variables Regression.mp4 (21.7 MB)
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111 Multiple Random Variables Curse of Dimensionality.mp4 (31.31 MB)
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112 Multiple Random Variables Homework.mp4 (7.66 MB)
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113 Optional Estimation Parametric Distributions.mp4 (27.86 MB)
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114 Optional Estimation MLE.mp4 (27.84 MB)
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115 Optional Estimation LogLiklihood.mp4 (37.14 MB)
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116 Optional Estimation MAP.mp4 (20.52 MB)
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117 Optional Estimation Logistic Regression.mp4 (58.56 MB)
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118 Optional Estimation Ridge Regression.mp4 (30.1 MB)
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119 Optional Estimation DNN.mp4 (30.87 MB)
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12 Sets Python Practice Subsets.mp4 (29.06 MB)
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120 Mathematical Derivations for Math Lovers (Optional) Permutations.mp4 (31.89 MB)
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121 Mathematical Derivations for Math Lovers (Optional) Combinations.mp4 (42.73 MB)
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122 Mathematical Derivations for Math Lovers (Optional) Binomial Random Variable.mp4 (24.06 MB)
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123 Mathematical Derivations for Math Lovers (Optional) Logistic Regression Formulation.mp4 (41.53 MB)
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124 Mathematical Derivations for Math Lovers (Optional) Logistic Regression Derivation.mp4 (84.13 MB)
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125 Mathematical Derivations for Math Lovers (Optional) THANK YOU Bonus Video.mp4 (29.84 MB)
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13 Sets PowerSets Solution.mp4 (65.76 MB)
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14 Sets Operations.mp4 (46.92 MB)
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15 Sets Operations Exercise 01.mp4 (6.97 MB)
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16 Sets Operations Solution 01.mp4 (10.39 MB)
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17 Sets Operations Exercise 02.mp4 (6.82 MB)
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18 Sets Operations Solution 02.mp4 (9.46 MB)
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19 Sets Operations Exercise 03.mp4 (17.97 MB)
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2 Introduction to Course Focus of the Course.mp4 (41.41 MB)
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20 Sets Operations Solution 03.mp4 (38.98 MB)
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21 Sets Python Practice Operations.mp4 (34.9 MB)
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22 Sets VennDiagrams Operations.mp4 (24.87 MB)
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23 Sets Homework.mp4 (26.71 MB)
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24 Experiment Random Experiment.mp4 (26.6 MB)
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25 Experiment Outcome and Sample Space.mp4 (40.41 MB)
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26 Experiment Outcome and Sample Space Exercise 01.mp4 (6.68 MB)
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27 Experiment Outcome and Sample Space Solution 01.mp4 (26.62 MB)
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28 Experiment Event.mp4 (50.39 MB)
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29 Experiment Event Exercise 01.mp4 (6.76 MB)
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3 Introduction to Course Request for Your Honest Review.mp4 (29.11 MB)
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30 Experiment Event Solution 01.mp4 (10.46 MB)
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31 Experiment Event Exercise 02.mp4 (4.86 MB)
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32 Experiment Event Solution 02.mp4 (5.5 MB)
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33 Experiment Recap and Homework.mp4 (31.79 MB)
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34 Probability Model Probability Model.mp4 (46.37 MB)
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35 Probability Model Probability Axioms.mp4 (58.75 MB)
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36 Probability Model Probability Axioms Derivations.mp4 (23.99 MB)
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37 Probability Model Probability Axioms Derivations Exercise 01.mp4 (5.49 MB)
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38 Probability Model Probability Axioms Derivations Solution 01.mp4 (14.55 MB)
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39 Probability Model Probablility Models Example.mp4 (33.28 MB)
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4 Probability vs Statistics Probability vs Statistics.mp4 (28.69 MB)
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40 Probability Model Probablility Models More Examples.mp4 (31.62 MB)
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41 Probability Model Probablility Models Continous.mp4 (30.73 MB)
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42 Probability Model Conditional Probability.mp4 (63.4 MB)
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43 Probability Model Conditional Probability Example.mp4 (69.86 MB)
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44 Probability Model Conditional Probability Formula.mp4 (46.98 MB)
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45 Probability Model Conditional Probability in Machine Learning.mp4 (124.26 MB)
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46 Probability Model Conditional Probability Total Probability Theorem.mp4 (49.16 MB)
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47 Probability Model Probablility Models Independence.mp4 (34.78 MB)
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48 Probability Model Probablility Models Conditional Independence.mp4 (33.72 MB)
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49 Probability Model Probablility Models Conditional Independence Exercise 01.mp4 (9.05 MB)
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5 Sets Definition of Set.mp4 (29.62 MB)
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50 Probability Model Probablility Models Conditional Independence Solution 01.mp4 (49.64 MB)
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51 Probability Model Probablility Models BayesRule.mp4 (27.55 MB)
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52 Probability Model Probablility Models towards Random Variables.mp4 (66.46 MB)
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53 Probability Model HomeWork.mp4 (7.92 MB)
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54 Random Variables Introduction.mp4 (46.29 MB)
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55 Random Variables Random Variables Examples.mp4 (43.76 MB)
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56 Random Variables Random Variables Examples Exercise 01.mp4 (6.16 MB)
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57 Random Variables Random Variables Examples Solution 01.mp4 (9.95 MB)
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58 Random Variables Bernulli Random Variables.mp4 (59.08 MB)
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59 Random Variables Bernulli Trail Python Practice.mp4 (65.23 MB)
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6 Sets Definition of Set Exercise 01.mp4 (11.54 MB)
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60 Random Variables Bernulli Trail Python Practice Exercise 01.mp4 (7.03 MB)
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61 Random Variables Bernulli Trail Python Practice Solution 01.mp4 (14.13 MB)
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62 Random Variables Geometric Random Variable.mp4 (49.96 MB)
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63 Random Variables Geometric Random Variable Normalization Proof Optional.mp4 (34.9 MB)
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64 Random Variables Geometric Random Variable Python Practice.mp4 (68.76 MB)
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65 Random Variables Binomial Random Variables.mp4 (35.89 MB)
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66 Random Variables Binomial Python Practice.mp4 (55.15 MB)
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67 Random Variables Random Variables in Real DataSets.mp4 (136.81 MB)
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68 Random Variables Random Variables in Real DataSets Exercise 01.mp4 (6.82 MB)
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69 Random Variables Random Variables in Real DataSets Solution 01.mp4 (11.57 MB)
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7 Sets Definition of Set Solution 01.mp4 (13.22 MB)
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70 Random Variables Homework.mp4 (9.24 MB)
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71 Continous Random Variables Zero Probability to Individual Values.mp4 (34.95 MB)
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72 Continous Random Variables Zero Probability to Individual Values Exercise 01.mp4 (32.71 MB)
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73 Continous Random Variables Zero Probability to Individual Values Solution 01.mp4 (21.34 MB)
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74 Continous Random Variables Probability Density Functions.mp4 (58.11 MB)
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75 Continous Random Variables Probability Density Functions Exercise 01.mp4 (4.93 MB)
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76 Continous Random Variables Probability Density Functions Solution 01.mp4 (9.23 MB)
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77 Continous Random Variables Uniform Distribution.mp4 (26.92 MB)
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78 Continous Random Variables Uniform Distribution Exercise 01.mp4 (6.7 MB)
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79 Continous Random Variables Uniform Distribution Solution 01.mp4 (10.81 MB)
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8 Sets Definition of Set Exercise 02.mp4 (5.29 MB)
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80 Continous Random Variables Uniform Distribution Python.mp4 (26.33 MB)
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81 Continous Random Variables Exponential.mp4 (13.47 MB)
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82 Continous Random Variables Exponential Exercise 01.mp4 (10.03 MB)
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83 Continous Random Variables Exponential Solution 01.mp4 (11.27 MB)
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84 Continous Random Variables Exponential Python.mp4 (41.75 MB)
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85 Continous Random Variables Gaussian Random Variables.mp4 (36.72 MB)
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86 Continous Random Variables Gaussian Random Variables Exercise 01.mp4 (5.41 MB)
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87 Continous Random Variables Gaussian Random Variables Solution 01.mp4 (17.75 MB)
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88 Continous Random Variables Gaussian Python.mp4 (122.24 MB)
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89 Continous Random Variables Transformation of Random Variables.mp4 (76.43 MB)
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9 Sets Definition of Set Solution 02.mp4 (12.76 MB)
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90 Continous Random Variables Homework.mp4 (5.16 MB)
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91 Expectations Definition.mp4 (22.99 MB)
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92 Expectations Sample Mean.mp4 (43.41 MB)
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93 Expectations Law of Large Numbers.mp4 (60.04 MB)
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94 Expectations Law of Large Numbers Famous Distributions.mp4 (56.52 MB)
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95 Expectations Law of Large Numbers Famous Distributions Python.mp4 (89.7 MB)
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96 Expectations Variance.mp4 (53.59 MB)
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97 Expectations Homework.mp4 (7.91 MB)
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98 Project Bayes Classifier Project Bayes Classifier From Scratch.mp4 (279.63 MB)
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99 Multiple Random Variables Joint Distributions.mp4 (49.14 MB)
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10 Machine Learning Methods Features.mp4 (85.44 MB)
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11 Machine Learning Methods Features Practice with Python.mp4 (115.54 MB)
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12 Machine Learning Methods Regression.mp4 (26.53 MB)
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13 Machine Learning Methods Regression Practice with Python.mp4 (101.1 MB)
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14 Machine Learning Methods Classsification.mp4 (20.63 MB)
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15 Machine Learning Methods Classification Practice with Python.mp4 (38.26 MB)
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16 Machine Learning Methods Clustering.mp4 (22.67 MB)
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17 Machine Learning Methods Clustering Practice with Python.mp4 (39.57 MB)
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18 Data Preparation and Preprocessing Handling Image Data.mp4 (40.68 MB)
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19 Data Preparation and Preprocessing Handling Video and Audio Data.mp4 (47.95 MB)
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2 Introduction to the Course Focus of the Course.mp4 (32.86 MB)
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20 Data Preparation and Preprocessing Handling Text Data.mp4 (61.69 MB)
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21 Data Preparation and Preprocessing One Hot Encoding.mp4 (136.87 MB)
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22 Data Preparation and Preprocessing Data Standardization.mp4 (91.94 MB)
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23 Machine Learning Models and Optimization Machine Learning Model 1.mp4 (44.53 MB)
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24 Machine Learning Models and Optimization Machine Learning Model 2.mp4 (79.24 MB)
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25 Machine Learning Models and Optimization Machine Learning Model 3.mp4 (56.81 MB)
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26 Machine Learning Models and Optimization Training Process, Error, Cost and Loss.mp4 (56.63 MB)
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27 Machine Learning Models and Optimization Optimization.mp4 (72.24 MB)
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28 Building Machine Learning Model from Scratch Linear Regression from Scratch- Part 1.mp4 (33.27 MB)
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29 Building Machine Learning Model from Scratch Linear Regression from Scratch- Part 2.mp4 (92.34 MB)
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3 Introduction to the Course Python Practical of the Course.mp4 (47.52 MB)
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30 Building Machine Learning Model from Scratch Minimun-to-mean Distance Classifier from Scratch- Part 1.mp4 (33.96 MB)
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31 Building Machine Learning Model from Scratch Minimun-to-mean Distance Classifier from Scratch- Part 2.mp4 (45.62 MB)
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32 Building Machine Learning Model from Scratch K-means Clustering from Scratch- Part 1.mp4 (31.25 MB)
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33 Building Machine Learning Model from Scratch K-means Clustering from Scratch- Part 2.mp4 (101.81 MB)
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34 Overfitting, Underfitting and Generalization Overfitting Introduction.mp4 (41.52 MB)
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35 Overfitting, Underfitting and Generalization Overfitting example on Python.mp4 (76.62 MB)
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36 Overfitting, Underfitting and Generalization Regularization.mp4 (110.72 MB)
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37 Overfitting, Underfitting and Generalization Generalization.mp4 (69.16 MB)
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38 Overfitting, Underfitting and Generalization Data Snooping and the Test Set.mp4 (103.22 MB)
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39 Overfitting, Underfitting and Generalization Cross-validation.mp4 (58.35 MB)
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4 Introduction to the Course Your Feedback and Review.mp4 (29.14 MB)
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40 Machine Learning Model Performance Metrics The Accuracy.mp4 (34.85 MB)
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41 Machine Learning Model Performance Metrics The Confusion Matrix.mp4 (48.05 MB)
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42 Dimensionality Reduction The Curse of Dimensionality.mp4 (107.59 MB)
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43 Dimensionality Reduction The Principal Component Analysis (PCA).mp4 (53 MB)
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44 Deep Learning Overview Introduction to Deep Neural Networks (DNN).mp4 (52.12 MB)
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45 Deep Learning Overview Introduction to Convolutional Neural Networks (CNN).mp4 (30.99 MB)
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46 Deep Learning Overview Introduction to Recurrent Neural Networks (RNN).mp4 (45 MB)
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47 Hands-on Machine Learning Project Using Scikit-Learn Principal Component Analysis (PCA) with Python.mp4 (78.56 MB)
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48 Hands-on Machine Learning Project Using Scikit-Learn Pipeline in Scikit-Learn for Machine Learning Project.mp4 (74.64 MB)
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49 Hands-on Machine Learning Project Using Scikit-Learn Cross-validation with Python.mp4 (93.35 MB)
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5 Why Machine Learning Machine Learning Applications-Part 1.mp4 (69.46 MB)
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50 Hands-on Machine Learning Project Using Scikit-Learn Face Recognition Project with Python.mp4 (207.98 MB)
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51 OPTIONAL Section- Mathematics Wrap-up Mathematical Wrap-up on Machine Learning.mp4 (188.66 MB)
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52 Hands-on Machine Learning Project Using Scikit-Learn THANK YOU Bonus Video.mp4 (29.85 MB)
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6 Why Machine Learning Machine Learning Applications-Part 2.mp4 (74.85 MB)
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7 Why Machine Learning Why Machine Learning is Trending Now.mp4 (34.68 MB)
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8 Process of Learning from Data Supervised Learning.mp4 (77.03 MB)
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9 Process of Learning from Data UnSupervised Learning and Reinforcement Learning.mp4 (71.5 MB)
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10 Features in Data Science Activity-Dimensionality Reduction.mp4 (5.92 MB)
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11 Features in Data Science Feature Dimensionality Reduction Methods.mp4 (42.11 MB)
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12 Feature Selection Why Feature Selection.mp4 (38.97 MB)
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13 Feature Selection Feature Selection Methods.mp4 (16.14 MB)
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14 Feature Selection Filter Methods.mp4 (24.91 MB)
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15 Feature Selection Wrapper Methods.mp4 (52.58 MB)
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16 Feature Selection Embedded Methods.mp4 (43.2 MB)
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17 Feature Selection Search Strategy.mp4 (63.23 MB)
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18 Feature Selection Search Strategy Activity.mp4 (9.79 MB)
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19 Feature Selection Statistical Based Methods.mp4 (106.49 MB)
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2 Introduction Focus of the Course.mp4 (38.37 MB)
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20 Feature Selection Information Theoratic Methods.mp4 (60.97 MB)
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21 Feature Selection Similarity Based Methods Introduction.mp4 (58.9 MB)
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22 Feature Selection Similarity Based Methods Criteria.mp4 (72.15 MB)
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23 Feature Selection Activity- Feature Selection in Python.mp4 (264.78 MB)
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24 Feature Selection Activity- Feature Selection.mp4 (5.44 MB)
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25 Mathematical Foundation Introduction to Mathematical Foundation of Feature Selection.mp4 (13.67 MB)
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26 Mathematical Foundation Closure Of A Set.mp4 (39.66 MB)
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27 Mathematical Foundation Linear Combinations.mp4 (51.25 MB)
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28 Mathematical Foundation Linear Independence.mp4 (27.57 MB)
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29 Mathematical Foundation Vector Space.mp4 (69.76 MB)
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3 Introduction Request for Your Honest Review.mp4 (29.18 MB)
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30 Mathematical Foundation Basis and Dimensions.mp4 (60.69 MB)
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31 Mathematical Foundation Coordinates vs Dimensions.mp4 (91.52 MB)
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32 Mathematical Foundation SubSpace.mp4 (73.92 MB)
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33 Mathematical Foundation Orthonormal Basis.mp4 (31.62 MB)
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34 Mathematical Foundation Matrix Product.mp4 (58.51 MB)
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35 Mathematical Foundation Least Squares.mp4 (36.56 MB)
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36 Mathematical Foundation Rank.mp4 (35.25 MB)
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37 Mathematical Foundation Eigen Space.mp4 (38.52 MB)
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38 Mathematical Foundation Positive Semi Definite Matrix.mp4 (56.82 MB)
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39 Mathematical Foundation Singular Value Decomposition SVD.mp4 (66.97 MB)
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4 Features in Data Science Introduction to Feature in Data Science.mp4 (38.63 MB)
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40 Mathematical Foundation Lagrange Multipliers.mp4 (28.18 MB)
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41 Mathematical Foundation Vector Derivatives.mp4 (34.36 MB)
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42 Mathematical Foundation Linear Algebra Module Python.mp4 (68.07 MB)
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43 Mathematical Foundation Activity-Linear Algebra Module Python.mp4 (13.46 MB)
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44 Feature Extraction Feature Extraction Introduction.mp4 (20.27 MB)
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45 Feature Extraction PCA Introduction.mp4 (60.41 MB)
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46 Feature Extraction PCA Criteria.mp4 (72.5 MB)
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47 Feature Extraction PCA Properties.mp4 (27.82 MB)
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48 Feature Extraction PCA Max Variance Formulation.mp4 (42.18 MB)
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49 Feature Extraction PCA Derivation.mp4 (62.45 MB)
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5 Features in Data Science Marking Facial Features.mp4 (36.22 MB)
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50 Feature Extraction PCA Implementation.mp4 (147.07 MB)
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51 Feature Extraction PCA For Small Sample Size Problems(DualPCA).mp4 (64.77 MB)
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52 Feature Extraction PCA vs SVD.mp4 (65.96 MB)
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53 Feature Extraction Kernel PCA.mp4 (60.43 MB)
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54 Feature Extraction Kernel PCA vs ISOMAP.mp4 (125.02 MB)
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55 Feature Extraction Kernel PCA vs The Rest.mp4 (121.44 MB)
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56 Feature Extraction Encoder Decoder Networks For Dimensionality Reduction vs kernel PCA.mp4 (74.01 MB)
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57 Feature Extraction Supervised PCA and Fishers Linear Discriminant Analysis.mp4 (98.91 MB)
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58 Feature Extraction Supervised PCA and Fishers Linear Discriminant Analysis Activity.mp4 (7.85 MB)
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59 Feature Extraction Dimensionality Reduction Pipelines Python Project.mp4 (149.88 MB)
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6 Features in Data Science Feature Space.mp4 (70.11 MB)
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60 Feature Engineering Categorical Features.mp4 (28.38 MB)
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61 Feature Engineering Categorical Features Python.mp4 (31.51 MB)
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62 Feature Engineering Text Features.mp4 (48.71 MB)
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63 Feature Engineering Image Features.mp4 (42.62 MB)
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64 Feature Engineering Derived Features.mp4 (39.55 MB)
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65 Feature Engineering Derived Features Histogram Of Gradients Local Binary Patterns.mp4 (43.22 MB)
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66 Feature Engineering Feature Scaling.mp4 (28.2 MB)
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67 Feature Engineering Activity-Feature Scaling.mp4 (8.34 MB)
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68 Feature Engineering THANK YOU Bonus Video.mp4 (29.83 MB)
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7 Features in Data Science Features Dimensions.mp4 (51.92 MB)
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8 Features in Data Science Features Dimensions Activity.mp4 (11.64 MB)
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9 Features in Data Science Why Dimensionality Reduction.mp4 (116.51 MB)
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10 Introduction to Machine Learning Classification Prediction Probablities Exercise Solution.mp4 (27.16 MB)
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100 Deep Neural Networks and Deep Learning Basics Gradient Descent.mp4 (43.24 MB)
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101 Deep Neural Networks and Deep Learning Basics Backpropagation.mp4 (59.72 MB)
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102 Deep Neural Networks and Deep Learning Basics Training DNN Animantion.mp4 (49.6 MB)
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103 Deep Neural Networks and Deep Learning Basics Weigth Initialization.mp4 (67.25 MB)
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104 Deep Neural Networks and Deep Learning Basics Batch MiniBatch Stocastic.mp4 (57.72 MB)
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105 Deep Neural Networks and Deep Learning Basics Batch Normalization.mp4 (36.09 MB)
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106 Deep Neural Networks and Deep Learning Basics Rprop Momentum.mp4 (91.15 MB)
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107 Deep Neural Networks and Deep Learning Basics convergence Animation.mp4 (49.3 MB)
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108 Deep Neural Networks and Deep Learning Basics Drop Out Early Stopping Hyperparameters.mp4 (81.59 MB)
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109 Python for Data Science Python Packages for Data Science.mp4 (70.69 MB)
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11 Introduction to Machine Learning Regression.mp4 (28.5 MB)
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110 Python for Data Science NumPy Pandas and Matplotlib (Part 1).mp4 (45.33 MB)
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111 Python for Data Science NumPy Pandas and Matplotlib (Part 2).mp4 (43.98 MB)
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112 Python for Data Science NumPy Pandas and Matplotlib (Part 3).mp4 (74.24 MB)
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113 Python for Data Science NumPy Pandas and Matplotlib (Part 4).mp4 (96.59 MB)
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114 Python for Data Science NumPy Pandas and Matplotlib (Part 5).mp4 (83.74 MB)
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115 Python for Data Science NumPy Pandas and Matplotlib (Part 6).mp4 (63.22 MB)
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116 Python for Data Science DataSet Preprocessing.mp4 (93.73 MB)
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117 Python for Data Science TensorFlow for classification.mp4 (162.15 MB)
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118 Implementation of DNN for COVID 19 Analysis COVID19 Data Analysis.mp4 (130.89 MB)
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119 Implementation of DNN for COVID 19 Analysis COVID19 Regression with TensorFlow.mp4 (189.99 MB)
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12 Introduction to Machine Learning Regression Exercise.mp4 (10.52 MB)
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120 Implementation of DNN for COVID 19 Analysis THANK YOU Bonus Video.mp4 (29.83 MB)
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13 Introduction to Machine Learning Regression Exercise Solution.mp4 (23.27 MB)
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14 Introduction to Machine Learning Supervised Learning.mp4 (16.46 MB)
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15 Introduction to Machine Learning UnSupervised Learning.mp4 (36.65 MB)
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16 Introduction to Machine Learning Reinforcement Learning.mp4 (26.86 MB)
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17 Introduction to Machine Learning Machine Learning Model.mp4 (26.62 MB)
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18 Introduction to Machine Learning Machine Learning Model Example.mp4 (25.46 MB)
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19 Introduction to Machine Learning Machine Learning Model Exercise.mp4 (13.13 MB)
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2 Introduction to the Course Why Deep learning Networks (DNN).mp4 (24.2 MB)
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20 Introduction to Machine Learning Machine Learning Model Exercise Solution.mp4 (16.18 MB)
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21 Introduction to Machine Learning Machine Learning Model Types.mp4 (38.39 MB)
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22 Introduction to Machine Learning Machine Learning Model Linearity.mp4 (40.17 MB)
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23 Introduction to Machine Learning Machine Learning Model Linearity Exercise.mp4 (11.39 MB)
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24 Introduction to Machine Learning Machine Learning Model Linearity Exercise Solution.mp4 (20.59 MB)
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25 Introduction to Machine Learning Machine Learning Model Multi Target Models.mp4 (13.85 MB)
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26 Introduction to Machine Learning Machine Learning Model Multi Target Models Exercise.mp4 (8.16 MB)
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27 Introduction to Machine Learning Machine Learning Model Multi Target Models Exercise Solution.mp4 (23.93 MB)
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28 Introduction to Machine Learning Machine Learning Model Training Exercise.mp4 (19.98 MB)
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29 Introduction to Machine Learning Machine Learning Model Training Exercise Solution.mp4 (23.25 MB)
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3 Introduction to the Course Feedbacks and Review.mp4 (29.2 MB)
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30 Introduction to Machine Learning Machine Learning Model Training Loss.mp4 (43.64 MB)
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31 Introduction to Machine Learning Machine Learning Model Hyperparameters Exercise.mp4 (7.8 MB)
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32 Introduction to Machine Learning Machine Learning Model Hyperparameters Exercise Solution.mp4 (36.79 MB)
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33 Introduction to Machine Learning Machine Learning Occam's Razor.mp4 (33.62 MB)
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34 Introduction to Machine Learning Machine Learning Overfitting.mp4 (36.43 MB)
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35 Introduction to Machine Learning Machine Learning Overfitting Exercise.mp4 (5.18 MB)
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36 Introduction to Machine Learning Machine Learning Overfitting Exercise Solution Regularization.mp4 (35.84 MB)
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37 Introduction to Machine Learning Machine Learning Overfitting Generalization.mp4 (30.91 MB)
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38 Introduction to Machine Learning Machine Learning Data Snooping.mp4 (38.34 MB)
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39 Introduction to Machine Learning Machine Learning Cross Validation.mp4 (17.46 MB)
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4 Introduction to Machine Learning Introduction To Machine Learning.mp4 (36.67 MB)
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40 Introduction to Machine Learning Machine Learning Hypterparameter Tunning Exercise.mp4 (4.89 MB)
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41 Introduction to Machine Learning Machine Learning Hypterparameter Tunning Exercise Solution.mp4 (14.08 MB)
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42 DNN and Deep Learning Basics Why PyTorch.mp4 (14.89 MB)
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43 DNN and Deep Learning Basics PyTorch Installation and Tensors Introduction.mp4 (61.7 MB)
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44 DNN and Deep Learning Basics Automatic Diffrenciation Pytorch New.mp4 (31.96 MB)
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45 DNN and Deep Learning Basics Why DNNs in Machine Learning.mp4 (29.73 MB)
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46 DNN and Deep Learning Basics Representational Power and Data Utilization Capacity of DNN.mp4 (53.82 MB)
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47 DNN and Deep Learning Basics Perceptron.mp4 (29.78 MB)
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48 DNN and Deep Learning Basics Perceptron Exercise.mp4 (19.83 MB)
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49 DNN and Deep Learning Basics Perceptron Exercise Solution.mp4 (25.18 MB)
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5 Introduction to Machine Learning Classification.mp4 (52.05 MB)
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50 DNN and Deep Learning Basics Perceptron Implementation.mp4 (33.21 MB)
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51 DNN and Deep Learning Basics DNN Architecture.mp4 (25.68 MB)
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52 DNN and Deep Learning Basics DNN Architecture Exercise.mp4 (16.06 MB)
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53 DNN and Deep Learning Basics DNN Architecture Exercise Solution.mp4 (34.15 MB)
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54 DNN and Deep Learning Basics DNN ForwardStep Implementation.mp4 (50.77 MB)
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55 DNN and Deep Learning Basics DNN Why Activation Function Is Required.mp4 (32.03 MB)
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56 DNN and Deep Learning Basics DNN Why Activation Function Is Required Exercise.mp4 (15.67 MB)
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57 DNN and Deep Learning Basics DNN Why Activation Function Is Required Exercise Solution.mp4 (33.3 MB)
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58 DNN and Deep Learning Basics DNN Properties Of Activation Function.mp4 (47.28 MB)
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59 DNN and Deep Learning Basics DNN Activation Functions In Pytorch.mp4 (23.32 MB)
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6 Introduction to Machine Learning Classification Exercise.mp4 (13.09 MB)
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60 DNN and Deep Learning Basics DNN What Is Loss Function.mp4 (35.18 MB)
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61 DNN and Deep Learning Basics DNN What Is Loss Function Exercise.mp4 (7.05 MB)
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62 DNN and Deep Learning Basics DNN What Is Loss Function Exercise Solution.mp4 (26.5 MB)
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63 DNN and Deep Learning Basics DNN What Is Loss Function Exercise 02.mp4 (6.71 MB)
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64 DNN and Deep Learning Basics DNN What Is Loss Function Exercise 02 Solution.mp4 (18.78 MB)
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65 DNN and Deep Learning Basics DNN Loss Function In Pytorch.mp4 (32.11 MB)
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66 DNN and Deep Learning Basics DNN Gradient Descent.mp4 (36.57 MB)
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67 DNN and Deep Learning Basics DNN Gradient Descent Exercise.mp4 (16.91 MB)
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68 DNN and Deep Learning Basics DNN Gradient Descent Exercise Solution.mp4 (25.91 MB)
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69 DNN and Deep Learning Basics DNN Gradient Descent Implementation.mp4 (41.66 MB)
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7 Introduction to Machine Learning Classification Solution.mp4 (78.13 MB)
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70 DNN and Deep Learning Basics DNN Gradient Descent Stochastic Batch Minibatch.mp4 (49.43 MB)
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71 DNN and Deep Learning Basics DNN Gradient Descent Summary.mp4 (38.43 MB)
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72 DNN and Deep Learning Basics DNN Implemenation Gradient Step.mp4 (27.61 MB)
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73 DNN and Deep Learning Basics DNN Implemenation Stochastic Gradient Descent.mp4 (105.59 MB)
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74 DNN and Deep Learning Basics DNN Implemenation Batch Gradient Descent.mp4 (55.7 MB)
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75 DNN and Deep Learning Basics DNN Implemenation Minibatch Gradient Descent.mp4 (86.44 MB)
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76 DNN and Deep Learning Basics DNN Implemenation In PyTorch.mp4 (91 MB)
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77 DNN and Deep Learning Basics DNN Weights Initializations.mp4 (33.87 MB)
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78 DNN and Deep Learning Basics DNN Learning Rate.mp4 (24.73 MB)
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79 DNN and Deep Learning Basics DNN Batch Normalization.mp4 (11.93 MB)
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8 Introduction to Machine Learning Classification Training Process And Prediction Probablities.mp4 (63.91 MB)
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80 DNN and Deep Learning Basics DNN batch Normalization Implementation.mp4 (21.45 MB)
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81 DNN and Deep Learning Basics DNN Optimizations.mp4 (52.48 MB)
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82 DNN and Deep Learning Basics DNN Dropout.mp4 (21.25 MB)
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83 DNN and Deep Learning Basics DNN Dropout In PyTorch.mp4 (16.4 MB)
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84 DNN and Deep Learning Basics DNN Early Stopping.mp4 (17.52 MB)
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85 DNN and Deep Learning Basics DNN Hyperparameters.mp4 (21.17 MB)
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86 DNN and Deep Learning Basics DNN Pytorch CIFAR10 Example.mp4 (89.35 MB)
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87 Deep Neural Networks and Deep Learning Basics Introduction to Artificial Neural Networks.mp4 (90.12 MB)
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88 Deep Neural Networks and Deep Learning Basics Neuron and Perceptron.mp4 (77.59 MB)
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89 Deep Neural Networks and Deep Learning Basics Deep Neural Network Architecture.mp4 (43.77 MB)
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9 Introduction to Machine Learning Classification Prediction Probablities Exercise.mp4 (21.01 MB)
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90 Deep Neural Networks and Deep Learning Basics FeedForward fully Connected MLP.mp4 (27.39 MB)
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91 Deep Neural Networks and Deep Learning Basics Calculating Number of weights of DNN.mp4 (36.24 MB)
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92 Deep Neural Networks and Deep Learning Basics Number Of Neurons Vs Number Of Layers.mp4 (35.72 MB)
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93 Deep Neural Networks and Deep Learning Basics Discriminative Vs Generative Learning.mp4 (37.4 MB)
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94 Deep Neural Networks and Deep Learning Basics Universal Approximation Theorem.mp4 (50.82 MB)
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95 Deep Neural Networks and Deep Learning Basics Why Depth.mp4 (19.24 MB)
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96 Deep Neural Networks and Deep Learning Basics Decision Boundary in DNN.mp4 (35.5 MB)
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97 Deep Neural Networks and Deep Learning Basics Bias Term.mp4 (45.54 MB)
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98 Deep Neural Networks and Deep Learning Basics The Activation Function.mp4 (41.63 MB)
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99 Deep Neural Networks and Deep Learning Basics DNN Training Parameters.mp4 (56.66 MB)
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10 Image Processing Image Blurring 1.mp4 (72.17 MB)
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11 Image Processing Image Blurring 2.mp4 (62.09 MB)
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12 Image Processing General Image Filtering.mp4 (28.05 MB)
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13 Image Processing Convolution.mp4 (55.6 MB)
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14 Image Processing Edge Detection.mp4 (65.25 MB)
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15 Image Processing Image Sharpening.mp4 (22.25 MB)
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16 Image Processing Implementation of Image Blurring Edge Detection Image Sharpening in Python.mp4 (97.07 MB)
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17 Image Processing Parameteric Shape Detection.mp4 (39.18 MB)
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18 Image Processing Image Processing Activity.mp4 (15.05 MB)
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19 Object Detection Introduction to Object Detection.mp4 (51.33 MB)
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2 Introduction Why CNN.mp4 (102.92 MB)
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20 Object Detection Classification PipleLine.mp4 (47.77 MB)
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21 Object Detection Sliding Window Implementation.mp4 (30.03 MB)
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22 Object Detection Shift Scale Rotation Invariance.mp4 (83.64 MB)
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23 Object Detection Person Detection.mp4 (81.82 MB)
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24 Object Detection HOG Features.mp4 (58.55 MB)
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25 Object Detection Hand Engineering vs CNNs.mp4 (52.89 MB)
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26 Object Detection Object Detection Activity.mp4 (24.62 MB)
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27 Deep Neural Network Architecture Convolution Revisited.mp4 (40.32 MB)
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28 Deep Neural Network Architecture Implementing Convolution in Python Revisited.mp4 (40.23 MB)
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29 Deep Neural Network Architecture Why Convolution.mp4 (32.14 MB)
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3 Introduction Focus of the Course.mp4 (30.18 MB)
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30 Deep Neural Network Architecture Filters Padding Strides.mp4 (54.51 MB)
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31 Deep Neural Network Architecture Pooling Tensors.mp4 (43.16 MB)
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32 Deep Neural Network Architecture CNN Example.mp4 (32.73 MB)
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33 Deep Neural Network Architecture Convolution and Pooling Details.mp4 (38.54 MB)
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34 Deep Neural Network Architecture NonVectorized Implementations of Conv2d and Pool2d.mp4 (97.49 MB)
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35 Deep Neural Network Architecture Activity.mp4 (10.09 MB)
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36 Gradient Descent in CNNs Example Setup.mp4 (32.42 MB)
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37 Gradient Descent in CNNs Why Derivaties.mp4 (55.72 MB)
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38 Gradient Descent in CNNs What is Chain Rule.mp4 (42.5 MB)
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39 Gradient Descent in CNNs Applying Chain Rule.mp4 (56.66 MB)
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4 Introduction Request for Your Honest Review.mp4 (29.19 MB)
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40 Gradient Descent in CNNs Gradients of Convolutional Layer.mp4 (53.77 MB)
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41 Gradient Descent in CNNs Extending To Multiple Filters.mp4 (23.1 MB)
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42 Gradient Descent in CNNs Gradients of MaxPooling Layer.mp4 (49.67 MB)
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43 Gradient Descent in CNNs Extending to Multiple Layers.mp4 (40.32 MB)
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44 Gradient Descent in CNNs Implementation in Numpy ForwardPass mp4.mp4 (42.92 MB)
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45 Gradient Descent in CNNs Implementation in Numpy BackwardPass 1.mp4 (36.51 MB)
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46 Gradient Descent in CNNs Implementation in Numpy BackwardPass 2.mp4 (25.05 MB)
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47 Gradient Descent in CNNs Implementation in Numpy BackwardPass 3.mp4 (46.33 MB)
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48 Gradient Descent in CNNs Implementation in Numpy BackwardPass 4.mp4 (72.21 MB)
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49 Gradient Descent in CNNs Implementation in Numpy BackwardPass 5.mp4 (109.67 MB)
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5 Image Processing Gray Scale Images.mp4 (50.51 MB)
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50 Gradient Descent in CNNs Gradient Descent in CNNs Activity.mp4 (11.57 MB)
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51 Introduction to TensorFlow Introduction.mp4 (43 MB)
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52 Introduction to TensorFlow FashionMNIST Example Plan Neural Network.mp4 (137.19 MB)
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53 Introduction to TensorFlow FashionMNIST Example CNN.mp4 (144.55 MB)
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54 Introduction to TensorFlow Introduction to TensorFlow Activity.mp4 (6.08 MB)
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55 Classical CNNs LeNet.mp4 (29.82 MB)
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56 Classical CNNs AlexNet.mp4 (47.42 MB)
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57 Classical CNNs VGG.mp4 (26.73 MB)
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58 Classical CNNs InceptionNet.mp4 (43.55 MB)
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59 Classical CNNs GoogLeNet.mp4 (25.83 MB)
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6 Image Processing RGB Images.mp4 (46.42 MB)
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60 Classical CNNs Resnet.mp4 (43.58 MB)
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61 Classical CNNs Classical CNNs Activity.mp4 (7.22 MB)
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62 Transfer Learning What is Transfer learning.mp4 (46.5 MB)
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63 Transfer Learning Why Transfer Learning.mp4 (89.91 MB)
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64 Transfer Learning ImageNet Challenge.mp4 (63.16 MB)
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65 Transfer Learning Practical Tips.mp4 (32.26 MB)
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66 Transfer Learning Project in TensorFlow.mp4 (215.89 MB)
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67 Transfer Learning Transfer Learning Activity.mp4 (5.84 MB)
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68 Yolo Image Classfication Revisited.mp4 (31.95 MB)
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69 Yolo Sliding Window Object Localization.mp4 (67.36 MB)
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7 Image Processing Reading and Showing Images in Python.mp4 (60.34 MB)
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70 Yolo Sliding Window Efficient Implementation.mp4 (46.92 MB)
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71 Yolo Yolo Introduction.mp4 (64.97 MB)
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72 Yolo Yolo Training Data Generation.mp4 (43.85 MB)
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73 Yolo Yolo Anchor Boxes.mp4 (64.3 MB)
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74 Yolo Yolo Algorithm.mp4 (47.8 MB)
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75 Yolo Yolo Non Maxima Supression.mp4 (65.87 MB)
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76 Yolo RCNN.mp4 (18.01 MB)
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77 Yolo Yolo Activity.mp4 (7.43 MB)
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78 Face Verification Problem Setup.mp4 (52.38 MB)
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79 Face Verification Project Implementation.mp4 (103.81 MB)
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8 Image Processing Converting an Image to Grayscale in Python.mp4 (49.13 MB)
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80 Face Verification Face Verification Activity.mp4 (5.28 MB)
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81 Neural Style Transfer Problem Setup.mp4 (147.97 MB)
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82 Neural Style Transfer Implementation Tensorflow Hub.mp4 (64.02 MB)
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9 Image Processing Image Formation.mp4 (22.04 MB)
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10 Applications of RNN (Motivation) Activity.mp4 (15.33 MB)
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11 RNN Architecture Introduction to Module.mp4 (19.96 MB)
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12 RNN Architecture Fixed Length Memory Model.mp4 (52.59 MB)
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13 RNN Architecture Fixed Length Memory Model Exercise.mp4 (5.75 MB)
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14 RNN Architecture Fixed Length Memory Model Exercise Solution Part 01.mp4 (18.3 MB)
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15 RNN Architecture Fixed Length Memory Model Exercise Solution Part 02.mp4 (20.43 MB)
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16 RNN Architecture Infinite Memory Architecture.mp4 (60.88 MB)
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17 RNN Architecture Infinite Memory Architecture Exercise.mp4 (7.29 MB)
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18 RNN Architecture Infinite Memory Architecture Solution.mp4 (28.56 MB)
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19 RNN Architecture Weight Sharing.mp4 (79.12 MB)
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2 Introduction to Course Focus of the Course.mp4 (33.18 MB)
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20 RNN Architecture Notations.mp4 (46.85 MB)
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21 RNN Architecture ManyToMany Model.mp4 (52.38 MB)
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22 RNN Architecture ManyToMany Model Exercise 01.mp4 (11.27 MB)
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23 RNN Architecture ManyToMany Model Solution 01.mp4 (17.9 MB)
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24 RNN Architecture ManyToMany Model Exercise 02.mp4 (6.31 MB)
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25 RNN Architecture ManyToMany Model Solution 02.mp4 (19.72 MB)
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26 RNN Architecture ManyToOne Model.mp4 (40.68 MB)
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27 RNN Architecture ManyToOne Model Exercise.mp4 (5.01 MB)
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28 RNN Architecture ManyToOne Model Solution.mp4 (14 MB)
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29 RNN Architecture OneToMany Model.mp4 (30.28 MB)
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3 Introduction to Course Request for Your Honest Review.mp4 (29.2 MB)
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30 RNN Architecture OneToMany Model Exercise.mp4 (9.82 MB)
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31 RNN Architecture OneToMany Model Solution.mp4 (9.94 MB)
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32 RNN Architecture Activity Many to One.mp4 (32.87 MB)
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33 RNN Architecture Activity Many to One Exercise.mp4 (5.72 MB)
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34 RNN Architecture Activity Many to One Solution.mp4 (11.48 MB)
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35 RNN Architecture ManyToMany Different Sizes Model.mp4 (60.26 MB)
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36 RNN Architecture Activity Many to Many Nmt.mp4 (25.62 MB)
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37 RNN Architecture Models Summary.mp4 (22.39 MB)
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38 RNN Architecture Deep RNNs.mp4 (41.78 MB)
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39 RNN Architecture Deep RNNs Exercise.mp4 (5.61 MB)
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4 Applications of RNN (Motivation) Human Activity Recognition.mp4 (52.18 MB)
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40 RNN Architecture Deep RNNs Solution.mp4 (14.11 MB)
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41 Gradient Decsent in RNN Introduction to Gradient Descent Module.mp4 (32.42 MB)
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42 Gradient Decsent in RNN Example Setup.mp4 (26.75 MB)
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43 Gradient Decsent in RNN Equations.mp4 (37.74 MB)
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44 Gradient Decsent in RNN Equations Exercise.mp4 (13.51 MB)
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45 Gradient Decsent in RNN Equations Solution.mp4 (19.79 MB)
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46 Gradient Decsent in RNN Loss Function.mp4 (43.23 MB)
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47 Gradient Decsent in RNN Why Gradients.mp4 (32.91 MB)
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48 Gradient Decsent in RNN Why Gradients Exercise.mp4 (4.8 MB)
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49 Gradient Decsent in RNN Why Gradients Solution.mp4 (14.52 MB)
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5 Applications of RNN (Motivation) Image Captioning.mp4 (62.02 MB)
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50 Gradient Decsent in RNN Chain Rule.mp4 (42.64 MB)
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51 Gradient Decsent in RNN Chain Rule in Action.mp4 (37.68 MB)
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52 Gradient Decsent in RNN BackPropagation Through Time.mp4 (73.02 MB)
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53 Gradient Decsent in RNN Activity.mp4 (8.58 MB)
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54 RNN Implementation Automatic Diffrenciation.mp4 (15.58 MB)
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55 RNN Implementation Automatic Diffrenciation Pytorch.mp4 (34.07 MB)
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56 RNN Implementation Language Modeling Next Word Prediction Vocabulary Index.mp4 (20.1 MB)
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57 RNN Implementation Language Modeling Next Word Prediction Vocabulary Index Embeddings.mp4 (19.57 MB)
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58 RNN Implementation Language Modeling Next Word Prediction RNN Architecture.mp4 (19.05 MB)
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59 RNN Implementation Language Modeling Next Word Prediction Python 1.mp4 (36.36 MB)
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6 Applications of RNN (Motivation) Machine Translation.mp4 (48.78 MB)
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60 RNN Implementation Language Modeling Next Word Prediction Python 2.mp4 (49.29 MB)
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61 RNN Implementation Language Modeling Next Word Prediction Python 3.mp4 (54.03 MB)
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62 RNN Implementation Language Modeling Next Word Prediction Python 4.mp4 (32.5 MB)
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63 RNN Implementation Language Modeling Next Word Prediction Python 5.mp4 (25.18 MB)
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64 RNN Implementation Language Modeling Next Word Prediction Python 6.mp4 (90.3 MB)
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65 Sentiment Classification using RNNVocabulary Implementation.mp4 (72.89 MB)
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66 Sentiment Classification using RNNVocabulary Implementation Helpers.mp4 (35.53 MB)
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67 Sentiment Classification using RNNVocabulary Implementation From File.mp4 (41.61 MB)
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68 Sentiment Classification using RNNVectorizer.mp4 (26.36 MB)
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69 Sentiment Classification using RNNRNN Setup 1.mp4 (49.05 MB)
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7 Applications of RNN (Motivation) Speech Recognition.mp4 (43.15 MB)
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70 Sentiment Classification using RNNRNN Setup 2.mp4 (169.7 MB)
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71 Sentiment Classification using RNNWhatNext.mp4 (23.2 MB)
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72 Vanishing Gradients in RNN Introduction to Better RNNs Module.mp4 (31.47 MB)
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73 Vanishing Gradients in RNN Introduction Vanishing Gradients in RNN.mp4 (48.25 MB)
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74 Vanishing Gradients in RNN GRU.mp4 (58.87 MB)
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75 Vanishing Gradients in RNN GRU Optional.mp4 (28.03 MB)
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76 Vanishing Gradients in RNN LSTM.mp4 (37.06 MB)
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77 Vanishing Gradients in RNN LSTM Optional.mp4 (26.49 MB)
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78 Vanishing Gradients in RNN Bidirectional RNN.mp4 (43.03 MB)
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79 Vanishing Gradients in RNN Attention Model.mp4 (55.53 MB)
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8 Applications of RNN (Motivation) Stock Price Predictions.mp4 (65.82 MB)
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80 Vanishing Gradients in RNN Attention Model Optional.mp4 (37.51 MB)
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81 TensorFlow Introduction to TensorFlow.mp4 (43.02 MB)
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82 TensorFlow TensorFlow Text Classification Example using RNN.mp4 (133.02 MB)
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83 Project I Book Writer Introduction.mp4 (53.88 MB)
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84 Project I Book Writer Data Mapping.mp4 (74.13 MB)
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85 Project I Book Writer Modling RNN Architecture.mp4 (76.09 MB)
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86 Project I Book Writer Modling RNN Model in TensorFlow.mp4 (49.49 MB)
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87 Project I Book Writer Modling RNN Model Training.mp4 (39.56 MB)
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88 Project I Book Writer Modling RNN Model Text Generation.mp4 (74.07 MB)
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89 Project I Book Writer Activity.mp4 (37.63 MB)
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9 Applications of RNN (Motivation) When to Model RNN.mp4 (98.54 MB)
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90 Project II Stock Price Prediction Problem Statement.mp4 (20.88 MB)
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91 Project II Stock Price Prediction Data Set.mp4 (64.62 MB)
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92 Project II Stock Price Prediction Data Prepration.mp4 (78.23 MB)
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93 Project II Stock Price Prediction RNN Model Training and Evaluation.mp4 (116.69 MB)
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94 Project II Stock Price Prediction Activity.mp4 (25.52 MB)
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95 Further Readings and Resourses Further Readings and Resourses 1.mp4 (71.82 MB)
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