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machine-learning-basics-building-regression-model-in-python/02 Basics of Statistics/003 Types of Data-en.srt |
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machine-learning-basics-building-regression-model-in-python/02 Basics of Statistics/005 Describing data Graphically-en.srt |
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machine-learning-basics-building-regression-model-in-python/02 Basics of Statistics/006 Measures of Centers-en.srt |
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machine-learning-basics-building-regression-model-in-python/02 Basics of Statistics/007 Practice Exercise 1.html |
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machine-learning-basics-building-regression-model-in-python/02 Basics of Statistics/009 Practice Exercise 2.html |
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machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/010 Installing Python and Anaconda-en.srt |
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machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/012 Introduction to Jupyter-en.srt |
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machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/012 Introduction to Jupyter.mp4 |
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machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/013 Arithmetic operators in Python Python Basics-en.srt |
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machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/014 Strings in Python Python Basics-en.srt |
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machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/015 Lists Tuples and Directories Python Basics-en.srt |
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machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/015 Lists Tuples and Directories Python Basics.mp4 |
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machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/016 Working with Numpy Library of Python-en.srt |
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machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/017 Working with Pandas Library of Python-en.srt |
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machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/018 Working with Seaborn Library of Python-en.srt |
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machine-learning-basics-building-regression-model-in-python/04 Introduction to Machine Learning/019 Introduction to Machine Learning-en.srt |
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machine-learning-basics-building-regression-model-in-python/04 Introduction to Machine Learning/020 Building a Machine Learning Model-en.srt |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/021 Gathering Business Knowledge-en.srt |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/022 Data Exploration-en.srt |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/023 The Dataset and the Data Dictionary-en.srt |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/023 The Dataset and the Data Dictionary.mp4 |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/024 Importing Data in Python-en.srt |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/025 Project exercise 1.html |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/026 Univariate analysis and EDD-en.srt |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/027 EDD in Python-en.srt |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/028 Project Exercise 2.html |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/030 Outlier Treatment in Python-en.srt |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/031 Project Exercise 3.html |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/032 Missing Value Imputation-en.srt |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/033 Missing Value Imputation in Python-en.srt |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/034 Project Exercise 4.html |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/035 Seasonality in Data-en.srt |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/036 Bi-variate analysis and Variable transformation-en.srt |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/036 Bi-variate analysis and Variable transformation.mp4 |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/037 Variable transformation and deletion in Python-en.srt |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/037 Variable transformation and deletion in Python.mp4 |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/038 Project Exercise 5.html |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/039 Non-usable variables-en.srt |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/040 Dummy variable creation Handling qualitative data-en.srt |
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machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/041 Dummy variable creation in Python-en.srt |
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machine-learning-basics-building-regression-model-in-python/06 Linear Regression/046 The Problem Statement-en.srt |
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machine-learning-basics-building-regression-model-in-python/06 Linear Regression/046 The Problem Statement.mp4 |
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machine-learning-basics-building-regression-model-in-python/06 Linear Regression/047 Basic Equations and Ordinary Least Squares (OLS) method-en.srt |
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machine-learning-basics-building-regression-model-in-python/06 Linear Regression/047 Basic Equations and Ordinary Least Squares (OLS) method.mp4 |
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machine-learning-basics-building-regression-model-in-python/06 Linear Regression/048 Assessing accuracy of predicted coefficients-en.srt |
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machine-learning-basics-building-regression-model-in-python/06 Linear Regression/048 Assessing accuracy of predicted coefficients.mp4 |
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machine-learning-basics-building-regression-model-in-python/06 Linear Regression/049 Assessing Model Accuracy RSE and R squared-en.srt |
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machine-learning-basics-building-regression-model-in-python/06 Linear Regression/050 Simple Linear Regression in Python-en.srt |
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machine-learning-basics-building-regression-model-in-python/06 Linear Regression/051 Project Exercise 8.html |
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machine-learning-basics-building-regression-model-in-python/06 Linear Regression/053 The F - statistic-en.srt |
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machine-learning-basics-building-regression-model-in-python/06 Linear Regression/053 The F - statistic.mp4 |
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machine-learning-basics-building-regression-model-in-python/06 Linear Regression/054 Interpreting results of Categorical variables-en.srt |
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machine-learning-basics-building-regression-model-in-python/06 Linear Regression/055 Multiple Linear Regression in Python-en.srt |
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machine-learning-basics-building-regression-model-in-python/06 Linear Regression/062 Shrinkage methods Ridge and Lasso-en.srt |
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machine-learning-basics-building-regression-model-in-python/06 Linear Regression/063 Ridge regression and Lasso in Python-en.srt |
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machine-learning-basics-building-regression-model-in-python/06 Linear Regression/064 Project Exercise 10.html |
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machine-learning-basics-building-regression-model-in-python/06 Linear Regression/065 Final Project Exercise.html |
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machine-learning-basics-building-regression-model-in-python/06 Linear Regression/066 Course Conclusion.html |
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machine-learning-basics-building-regression-model-in-python/Resources/002 00-Introduction-01.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/003 01-01-Lecture-TypesOfData.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/005 01-03-Lecture-DataSummaryandGraph.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/006 01-04-Lecture-Centers.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/007 Exercise-1.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/008 01-05-Lecture-Dispersion.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/009 Exercise-2.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/017 Customer.csv |
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machine-learning-basics-building-regression-model-in-python/Resources/019 Lecture-machineLearning.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/020 Lecture-machineLearning.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/021 03-01-PDE-Business-knowledge.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/022 03-02-PDE-Data-exploration.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/023 House-Price.csv |
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machine-learning-basics-building-regression-model-in-python/Resources/025 Movie-collection-train.csv |
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machine-learning-basics-building-regression-model-in-python/Resources/026 03-04-PDE-Univariate-Analysis-Uni.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/029 04-06-PDE-Outlier-Treatment.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/032 04-05-PDE-Missing-value.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/035 04-07-PDE-Seasonality.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/036 04-07-Variable-Transformation.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/039 04-08-PDE-Non-Usable-var.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/040 04-11-Dummy-Var.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/043 04-10-Correlation.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/046 05-01-Intro.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/048 05-03-Simple-lin-reg-Accuracy.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/057 05-12-Test-Train.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/058 05-13-Bias-Var-tradeoff.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/060 05-09-Other-lin-model.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/061 05-10-Subset-Selection.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/062 05-11-Shrinkage-methods.pdf |
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machine-learning-basics-building-regression-model-in-python/Resources/065 Movie-collection-test.csv |
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