~Get Your Files Here !/01 - Introduction/001 Introduction to Course.mp425.44MB
~Get Your Files Here !/01 - Introduction/002 Course Contents.mp49.05MB
~Get Your Files Here !/01 - Introduction/003 Control a pace of a video.mp43.8MB
~Get Your Files Here !/01 - Introduction/004 Introduction to Data Mining.mp49.27MB
~Get Your Files Here !/01 - Introduction/005 Business Applications of Data Mining.mp415.87MB
~Get Your Files Here !/01 - Introduction/006 Data Mining Process Pyramid.mp412.57MB
~Get Your Files Here !/01 - Introduction/007 Introduction to Machine Learning.mp410.64MB
~Get Your Files Here !/01 - Introduction/008 How Does Machine Learning Work.mp418.73MB
~Get Your Files Here !/01 - Introduction/009 Machine Learning Algorithms Types.mp416.62MB
~Get Your Files Here !/01 - Introduction/010 Reinforcement Learning overview.mp412.93MB
~Get Your Files Here !/02 - Setup Programming Environment/001 Install Anaconda package.mp429.65MB
~Get Your Files Here !/02 - Setup Programming Environment/002 Introduction to Jupyter.mp429.7MB
~Get Your Files Here !/02 - Setup Programming Environment/003 Introduction to Python Part-1(Create Lists).mp435.61MB
~Get Your Files Here !/02 - Setup Programming Environment/004 Introduction to Python Part-2 (Create Tuples & Dictionaries).mp421.53MB
~Get Your Files Here !/02 - Setup Programming Environment/005 Introduction to Python Part-3 (Loops & Functions).mp438.56MB
~Get Your Files Here !/02 - Setup Programming Environment/006 Introduction to Pandas Library.mp466.12MB
~Get Your Files Here !/02 - Setup Programming Environment/007 Introduction to NumPy & Matplotlib Libraries.mp425.26MB
~Get Your Files Here !/02 - Setup Programming Environment/008 Introduction to Scikit-learn Library.mp45.71MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/001 Introduction to Supervised Learning Algorithms.mp46.26MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/002 Types of Variables.mp49.57MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/003 Introduction to Regression Analysis.mp421.26MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/004 Regression Model Slope.mp429.56MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/005 The Intercept Value.mp42.91MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/006 R-Squared Value.mp428.56MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/007 P-Value.mp417.43MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/008 Simple Linear Regression.mp43.75MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/010 Overview on the dataset.mp45.05MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/011 Create Simple Linear Regression Model in Python-Part 1.mp438.52MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/012 Create Simple Linear Regression Model in Python-Part 2.mp434.61MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/013 Create Simple Linear Regression Model in Python-Part 3.mp425.97MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/014 Create Simple Linear Regression Model in Python-Part 4.mp427.41MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/015 Create Simple Linear Regression Model in Python-Part 5.mp456.93MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/016 Multiple Linear Regression.mp414.19MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/017 Dummy Variables.mp436.36MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/019 Stepwise Approach.mp428.78MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/020 Assumptions of Multiple Linear Regression.mp431.31MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/021 Overview on the business problem data.mp47.64MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/022 Create Multiple Linear Regression Model in Python-Part 1.mp433.62MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/023 Create Multiple Linear Regression Model in Python-Part 2.mp451.01MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/024 Create Multiple Linear Regression Model in Python-Part 3.mp492.09MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/025 Create Multiple Linear Regression Model in Python-Part 4.mp461.71MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/026 Polynomial Regression.mp410.86MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/027 Overview on the business problem data.mp47.17MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/028 Create Polynomial Regression Model in Python-Part 1.mp448.8MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/029 Create Polynomial Regression Model in Python-Part 2.mp457.6MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/030 Create Polynomial Regression Model in Python-Part 3.mp423.12MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/032 Introduction to Classification.mp419.88MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/033 Introduction to Logistic Regression.mp429.1MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/034 Confusion Matrix.mp415.56MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/035 Standard Scaler.mp412.16MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/036 Overview on the business problem data.mp410.28MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/037 Create Logistic Regression Model in Python-Part 1.mp463.07MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/038 Create Logistic Regression Model in Python-Part 2.mp444.71MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/039 KNN Classification Algorithm.mp417.76MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/040 Create KNN Model in Python.mp451.93MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/041 Support Vector Machine (SVM) Classification Algorithm.mp418.9MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/042 Create Support Vector Machine in Python.mp445.85MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/043 Naive Bayes Algorithm Part 1.mp419.82MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/044 Naive Bayes Algorithm Part 2.mp427.92MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/045 Create Naive Bayes Model in Python.mp421.58MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/046 Decision Tree Algorithm.mp434.46MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/047 Create Decision Tree Model in Python.mp418.81MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/048 Random Forest Algorithm.mp46.07MB
~Get Your Files Here !/03 - Supervised Learning Algorithms/049 Create Random Forest Model in Python.mp436.01MB
~Get Your Files Here !/04 - Unsupervised Learning Algorithms/001 Review Unsupervised Learning Algorithms.mp48.52MB
~Get Your Files Here !/04 - Unsupervised Learning Algorithms/002 Hierarchical Clustering Algorithm.mp48.93MB
~Get Your Files Here !/04 - Unsupervised Learning Algorithms/003 Dendrogram Diagram Method.mp420.85MB
~Get Your Files Here !/04 - Unsupervised Learning Algorithms/004 Overview on the business problem data.mp44.18MB
~Get Your Files Here !/04 - Unsupervised Learning Algorithms/005 Create Hierarchical Clustering Algorithm in Python-1.mp460.73MB
~Get Your Files Here !/04 - Unsupervised Learning Algorithms/006 Create Hierarchical Clustering Algorithm in Python-2.mp456.11MB
~Get Your Files Here !/04 - Unsupervised Learning Algorithms/007 K-means Clustering Algorithm.mp416.17MB
~Get Your Files Here !/04 - Unsupervised Learning Algorithms/008 Using Elbow Method to Determine Optimal Number of Clusters.mp448.8MB
~Get Your Files Here !/04 - Unsupervised Learning Algorithms/009 Create K-means Clustering Algorithm Model in Python - 1.mp455MB
~Get Your Files Here !/04 - Unsupervised Learning Algorithms/010 Create K-means Clustering Algorithm Model in Python - 2.mp421.01MB
~Get Your Files Here !/04 - Unsupervised Learning Algorithms/011 Association Rules (Market Basket Analysis).mp452.22MB
~Get Your Files Here !/04 - Unsupervised Learning Algorithms/012 Overview on the business problem data.mp44.13MB
~Get Your Files Here !/04 - Unsupervised Learning Algorithms/013 Create Association Rules (Market Basket Analysis) Model in Python - 1.mp441.23MB
~Get Your Files Here !/04 - Unsupervised Learning Algorithms/014 Create Association Rules (Market Basket Analysis) Model in Python - 2.mp437.72MB
~Get Your Files Here !/04 - Unsupervised Learning Algorithms/015 Create Association Rules (Market Basket Analysis) Model in Python - 3.mp434.7MB
~Get Your Files Here !/05 - Deep Learning/001 Introduction to Deep Learning.mp436.05MB
~Get Your Files Here !/05 - Deep Learning/002 Use Deep Learning in Classification.mp413.25MB
~Get Your Files Here !/05 - Deep Learning/003 How Does Deep Learning Work.mp433.03MB
~Get Your Files Here !/05 - Deep Learning/004 Activation Functions.mp443.14MB
~Get Your Files Here !/05 - Deep Learning/005 What is Tensorflow.mp410.76MB
~Get Your Files Here !/05 - Deep Learning/006 Introduction to the Deep Learning Problem and Dataset.mp48.95MB
~Get Your Files Here !/05 - Deep Learning/007 Create Artificial Neural Network Model in Python Part-1.mp443.02MB
~Get Your Files Here !/05 - Deep Learning/008 Create Artificial Neural Network Model in Python Part-2.mp460.23MB
~Get Your Files Here !/05 - Deep Learning/009 Create Artificial Neural Network Model in Python Part-3.mp442.73MB
~Get Your Files Here !/06 - Appendix Statistics Overview/001 What is Statistics.mp46.05MB
~Get Your Files Here !/06 - Appendix Statistics Overview/002 Sample And Population.mp46.63MB
~Get Your Files Here !/06 - Appendix Statistics Overview/003 Descriptive and Inferential Statistics.mp48.18MB
~Get Your Files Here !/06 - Appendix Statistics Overview/004 Data types.mp422.52MB
~Get Your Files Here !/06 - Appendix Statistics Overview/005 Visualize Data.mp413.4MB
~Get Your Files Here !/06 - Appendix Statistics Overview/006 Histogram.mp436.88MB
~Get Your Files Here !/06 - Appendix Statistics Overview/007 Central Tendency Measures.mp415.1MB
~Get Your Files Here !/06 - Appendix Statistics Overview/008 Variability Measures.mp413.43MB
~Get Your Files Here !/06 - Appendix Statistics Overview/009 Calculate Central and Variability Measures (Practical).mp423.03MB
~Get Your Files Here !/06 - Appendix Statistics Overview/010 Symmetry and skewness in data.mp49.7MB
~Get Your Files Here !/06 - Appendix Statistics Overview/011 Correlation and Covariance.mp423.78MB
~Get Your Files Here !/06 - Appendix Statistics Overview/012 Introduction to Inferential Statistics.mp413.84MB
~Get Your Files Here !/06 - Appendix Statistics Overview/013 Discrete Probability Distributions.mp415.51MB
~Get Your Files Here !/06 - Appendix Statistics Overview/014 Normal Distribution.mp423.97MB
~Get Your Files Here !/06 - Appendix Statistics Overview/015 Variable standardization.mp411.24MB
~Get Your Files Here !/06 - Appendix Statistics Overview/016 Variable standardization Demo.mp48.9MB
~Get Your Files Here !/06 - Appendix Statistics Overview/017 Introduction to Central Limit Theorem.mp423.5MB
~Get Your Files Here !/06 - Appendix Statistics Overview/018 Estimators.mp47.4MB
~Get Your Files Here !/06 - Appendix Statistics Overview/019 Introduction to Confidence Interval.mp423.2MB
~Get Your Files Here !/06 - Appendix Statistics Overview/020 Calculate Confidence Interval for one Sample with a Known Population Variance.mp422.79MB
~Get Your Files Here !/06 - Appendix Statistics Overview/021 Introduction to the Business Problem.mp411.36MB
~Get Your Files Here !/06 - Appendix Statistics Overview/022 Calculate Confidence Interval in Excel.mp478.71MB
~Get Your Files Here !/06 - Appendix Statistics Overview/023 t - Distribution.mp421.7MB
~Get Your Files Here !/06 - Appendix Statistics Overview/024 Calculate Confidence Interval for one Sample with a Unknown Population Variance.mp432.06MB
~Get Your Files Here !/06 - Appendix Statistics Overview/025 Reduce Margin of Error.mp49.51MB
~Get Your Files Here !/06 - Appendix Statistics Overview/026 Confidence Interval for two Dependent Samples.mp45.58MB
~Get Your Files Here !/06 - Appendix Statistics Overview/027 Calculate Confidence Interval for two Dependent Samples in Excel.mp438.33MB
~Get Your Files Here !/06 - Appendix Statistics Overview/028 Confidence Interval for two Independent Samples with a Known Population Variance.mp418.24MB
~Get Your Files Here !/06 - Appendix Statistics Overview/029 Calculate Confidence Interval for two Independent Samples Known Var in Excel.mp437.62MB
~Get Your Files Here !/06 - Appendix Statistics Overview/030 Confidence Interval for two Independent Samples Unknown Population Variance.mp440.03MB
~Get Your Files Here !/06 - Appendix Statistics Overview/031 What is a Statistical Hypothesis.mp413.95MB
~Get Your Files Here !/06 - Appendix Statistics Overview/032 Types of Hypotheses.mp420.54MB
~Get Your Files Here !/06 - Appendix Statistics Overview/033 P-Value.mp410.46MB
~Get Your Files Here !/06 - Appendix Statistics Overview/035 Testing a Hypothesis for one Sample, Variance is Known.mp47.43MB
~Get Your Files Here !/06 - Appendix Statistics Overview/036 Testing the Hypothesis in Excel.mp436.22MB
~Get Your Files Here !/06 - Appendix Statistics Overview/037 Testing a Hypothesis for one Sample, Variance is Unknown.mp423.74MB
~Get Your Files Here !/06 - Appendix Statistics Overview/038 Testing a Hypothesis for two Dependent Samples.mp435.54MB
~Get Your Files Here !/06 - Appendix Statistics Overview/040 Testing a Hypothesis for two Independent Samples, Variance is Known.mp425.03MB
~Get Your Files Here !/06 - Appendix Statistics Overview/041 Testing a Hypothesis for two Independent Samples, Variance is Unknown.mp423.2MB