1 Introduction to Statistics.mp4 (174.52 MB)
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10 Hands On - Exercise with Python.mp4 (67.22 MB)
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11 Descriptive Statistics - Measures of Shape.mp4 (166.92 MB)
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12 Descriptive Statistics - Measures of Position.mp4 (73.31 MB)
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13 Descriptive Statistics - Standard Scores.mp4 (94.37 MB)
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14 Descriptive Statistics - Hands On.mp4 (68.31 MB)
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15 Problem Statement - Wine Reviews Data Set Analysis.mp4 (26.36 MB)
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16 Solution for Project 1.mp4 (93.07 MB)
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17 Project 2 - Customer Income Data Analysis.mp4 (31.06 MB)
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18 Solution for Project 2.mp4 (56.62 MB)
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19 Project 3 - US Arrests Dataset.mp4 (23.69 MB)
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2 Types of Statistical Analysis - Descriptive Statistics.mp4 (116 MB)
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20 Solution for Project 3 - US Arrests Dataset.mp4 (72.06 MB)
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21 Project 4 - BigMart Sales data analysis.mp4 (32.7 MB)
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22 Solution for Big Mart Data Analysis.mp4 (80.48 MB)
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3 Types of Statistical Analysis - Inferential Statistics.mp4 (172.19 MB)
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4 How Statistics and Machine Learning are Related.mp4 (104.44 MB)
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5 Understanding the Types of Data.mp4 (151.48 MB)
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6 Sampling Techniques.mp4 (198.04 MB)
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7 Descriptive Statistics - Measure of Central Tendency.mp4 (130.02 MB)
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8 Descriptive Statistics - Measures of Dispersion - Range & Interquartile Range.mp4 (121.82 MB)
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9 Descriptive Statistics - Measures of Dispersion - Variance & Standard Deviation.mp4 (73.25 MB)
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1 Introduction to Exploratory Data Analysis.mp4 (95.1 MB)
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10 Project 5 - Crimes in Boston City.mp4 (41.25 MB)
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11 Project 5 - Solution.mp4 (91.07 MB)
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12 Project 6 - PUBG Game Analysis.mp4 (39.03 MB)
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13 Project 6 - PUBG Game Analysis - Solution.mp4 (233.62 MB)
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14 Project 7 - FIFA Game Analysis.mp4 (27.28 MB)
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15 Project 7 - Solution.mp4 (70.5 MB)
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16 Project 8 - Covid19 Data Analysis.mp4 (22.7 MB)
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17 Project 8 Solution.mp4 (91.29 MB)
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2 Types of Data Analysis.mp4 (45.98 MB)
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3 Univariate Non Graphical EDA & Outlier Analysis.mp4 (109.63 MB)
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4 Univariate Graphical EDA & Hands On.mp4 (167.41 MB)
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5 Multivariate Non Graphical EDA.mp4 (161.67 MB)
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6 Multi variate Graphical EDA.mp4 (106.47 MB)
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7 Steps in EDA.mp4 (67.82 MB)
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8 Summary of Graphical EDA Techniques.mp4 (33.3 MB)
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9 Hands On EDA on Titanic Data Set.mp4 (340.44 MB)
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1 Introduction to Probability.mp4 (92.41 MB)
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10 Bayes Theorem in Data Science.mp4 (30.2 MB)
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11 Hands On Bayes Algorithm in Python.mp4 (91.42 MB)
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12 Random Variables.mp4 (94.97 MB)
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13 Various Distribution functions.mp4 (130.84 MB)
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14 Hands ON Generate the Discrete & Continuous Random numbers.mp4 (48.79 MB)
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15 Central Limit Theorem and Hands On.mp4 (47.43 MB)
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16 Applications of Probability Distributions.mp4 (37.26 MB)
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17 Hands On Transform the data to get Normal Distribution curve.mp4 (121.55 MB)
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18 Example Problems for Probability.mp4 (61.1 MB)
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19 Project 9 - Cars Dataset & Solution.mp4 (52.04 MB)
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2 Key Terminology of Probability.mp4 (83.91 MB)
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20 Hands On - Bayes Theorem.mp4 (44.89 MB)
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21 Project 10 - Hands On - Normal Distribution & CDF.mp4 (50.47 MB)
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3 Rules of Probability.mp4 (40.01 MB)
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4 Marginal Probability , Joint Probability.mp4 (139.51 MB)
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5 Disjoint Events and Non Disjoint events.mp4 (63.53 MB)
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6 Independent and Dependent events.mp4 (64.56 MB)
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7 Product Rule of Dependent & Independent Events.mp4 (106.16 MB)
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8 Task with Manifold Bank and compute probability.mp4 (161.84 MB)
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9 Bayes Theorem.mp4 (49.24 MB)
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1 Introduction to Inferential Statistics.mp4 (80.58 MB)
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10 1 Sample t-test.mp4 (39.54 MB)
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11 1 sample t-test Hands On.mp4 (27.22 MB)
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12 2 Sample t-test.mp4 (32.65 MB)
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13 2 sample t-test Hands On.mp4 (31.68 MB)
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14 Paired Sample t-test.mp4 (24.67 MB)
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15 Hands On - Paired Sample t-test.mp4 (34.61 MB)
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16 Chi-Square Goodness of Fit.mp4 (37.99 MB)
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17 Hands On - Chi Square test.mp4 (21.63 MB)
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18 Anova.mp4 (19.11 MB)
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19 Hands On - Anova.mp4 (25.5 MB)
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2 Key Terminology of Inferential Statistics.mp4 (32.83 MB)
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20 Project 11 - Inferential Statistics - cars.mp4 (23.45 MB)
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21 Project 11 - Solution.mp4 (42.39 MB)
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22 Project 12 - Blood Pressure health dataset.mp4 (19.19 MB)
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23 Project 12 - Solution.mp4 (22.96 MB)
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24 Project 13 - Students admissions dataset.mp4 (19.84 MB)
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25 Project 13 - Solution.mp4 (21.35 MB)
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3 Hands On - Population & Sample.mp4 (42.27 MB)
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4 Types of Statistical Inference.mp4 (79.29 MB)
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5 Confidence Interval - Margin of Error - Confidence Interval Estimation.mp4 (76.52 MB)
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6 Demo - Margin of Error and Confidence Interval.mp4 (40.42 MB)
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7 Hypothesis Testing & Steps of Hypothesis testing.mp4 (63.04 MB)
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8 ZTest and Example Problem.mp4 (53.89 MB)
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9 ZTest Solution Hands On.mp4 (30.72 MB)
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1 Introduction to Regression , What , Why and Types of Problem we can solve.mp4 (90.99 MB)
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10 Gradient Descent Hands On Part 2.mp4 (75.82 MB)
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11 Project 14 - Hands On - Implementation of Linear Regression using StatsModels.mp4 (20.76 MB)
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12 Project 14 - Solution.mp4 (103.33 MB)
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13 Project 15 - Salary Prediction Problem Statement.mp4 (20.3 MB)
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14 Project 15 - Solution.mp4 (51.73 MB)
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15 Project 16 - House Price Prediction Dataset.mp4 (25.94 MB)
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16 Project 16 - Solution.mp4 (40.95 MB)
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17 Project 17 - Medical Cost Prediction.mp4 (23.19 MB)
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18 Project 17 Solution.mp4 (59.11 MB)
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19 Project 18 - Company Profit prediction.mp4 (29.61 MB)
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2 Assumptions of Linear Regression.mp4 (26.48 MB)
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20 Project 18 - Solution.mp4 (47.44 MB)
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3 Intuition of Linear Regression.mp4 (68.25 MB)
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4 Linear Regression with Normal Equation.mp4 (58.44 MB)
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5 Apply Linear Regression using Sklearn - Hands On.mp4 (57.76 MB)
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6 Checking Assumption of Linear Regression - Hands On.mp4 (97.69 MB)
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7 How Good is your fit.mp4 (33.95 MB)
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8 How Minimisation of Error is performed - Gradient Descent.mp4 (85.52 MB)
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9 Gradient Descent Hands On Part 1.mp4 (88.97 MB)
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1 Introduction to Logistic Regression.mp4 (42.38 MB)
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10 Project 21 - Solution.mp4 (54.1 MB)
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11 Project 22 - Nursery Student Dataset.mp4 (20.81 MB)
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12 Project 22 - Solution.mp4 (33.19 MB)
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2 Hands On - Logistic Regression Plot.mp4 (54.34 MB)
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3 Assumptions of Logistic Regression.mp4 (22.62 MB)
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4 Logistic Regression from Scratch.mp4 (78.81 MB)
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5 Project 19 - Diabetes Prediction.mp4 (18.68 MB)
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6 Project 19 - Solution.mp4 (56.74 MB)
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7 Project 20 - Heart Disease Prediction.mp4 (21.02 MB)
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8 Project 20 - Solution.mp4 (51.9 MB)
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9 Project 21 - Titanic Survival Dataset.mp4 (19.57 MB)
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1 Resampling Technique.mp4 (59.97 MB)
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2 Cross validation Techniques Hands On.mp4 (124.85 MB)
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3 Project 23 - Flight Price Prediction.mp4 (27.39 MB)
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4 Project 23 Solution.mp4 (138.24 MB)
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5 Project 24 - Concrete Compressive Strength.mp4 (29.58 MB)
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6 Project 24 - Solution.mp4 (92.93 MB)
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7 Project 25 - US Baseball Salary prediction.mp4 (15.55 MB)
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8 Project 25 - Solution.mp4 (79.21 MB)
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