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machine-learning-basics-building-regression-model-in-python

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machine-learning-basics-building-regression-model-in-python/01 Introduction/001 Welcome to the course-en.srt 3 KB
machine-learning-basics-building-regression-model-in-python/01 Introduction/001 Welcome to the course.mp4 16.3 MB
machine-learning-basics-building-regression-model-in-python/01 Introduction/002 Course contents-en.srt 9 KB
machine-learning-basics-building-regression-model-in-python/01 Introduction/002 Course contents.mp4 47.8 MB
machine-learning-basics-building-regression-model-in-python/02 Basics of Statistics/003 Types of Data-en.srt 5 KB
machine-learning-basics-building-regression-model-in-python/02 Basics of Statistics/003 Types of Data.mp4 25.9 MB
machine-learning-basics-building-regression-model-in-python/02 Basics of Statistics/004 Types of Statistics-en.srt 3 KB
machine-learning-basics-building-regression-model-in-python/02 Basics of Statistics/004 Types of Statistics.mp4 13.2 MB
machine-learning-basics-building-regression-model-in-python/02 Basics of Statistics/005 Describing data Graphically-en.srt 13 KB
machine-learning-basics-building-regression-model-in-python/02 Basics of Statistics/005 Describing data Graphically.mp4 82.2 MB
machine-learning-basics-building-regression-model-in-python/02 Basics of Statistics/006 Measures of Centers-en.srt 7 KB
machine-learning-basics-building-regression-model-in-python/02 Basics of Statistics/006 Measures of Centers.mp4 45.7 MB
machine-learning-basics-building-regression-model-in-python/02 Basics of Statistics/007 Practice Exercise 1.html 1 KB
machine-learning-basics-building-regression-model-in-python/02 Basics of Statistics/008 Measures of Dispersion-en.srt 5 KB
machine-learning-basics-building-regression-model-in-python/02 Basics of Statistics/008 Measures of Dispersion.mp4 28.4 MB
machine-learning-basics-building-regression-model-in-python/02 Basics of Statistics/009 Practice Exercise 2.html 1 KB
machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/010 Installing Python and Anaconda-en.srt 3 KB
machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/010 Installing Python and Anaconda.mp4 18.6 MB
machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/011 Opening Jupyter Notebook-en.srt 9 KB
machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/011 Opening Jupyter Notebook.mp4 73.1 MB
machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/012 Introduction to Jupyter-en.srt 12 KB
machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/012 Introduction to Jupyter.mp4 51.3 MB
machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/013 Arithmetic operators in Python Python Basics-en.srt 4 KB
machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/013 Arithmetic operators in Python Python Basics.mp4 15.9 MB
machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/014 Strings in Python Python Basics-en.srt 16 KB
machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/014 Strings in Python Python Basics.mp4 80.6 MB
machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/015 Lists Tuples and Directories Python Basics-en.srt 17 KB
machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/015 Lists Tuples and Directories Python Basics.mp4 73.7 MB
machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/016 Working with Numpy Library of Python-en.srt 10 KB
machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/016 Working with Numpy Library of Python.mp4 54.1 MB
machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/017 Working with Pandas Library of Python-en.srt 8 KB
machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/017 Working with Pandas Library of Python.mp4 56.5 MB
machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/018 Working with Seaborn Library of Python-en.srt 8 KB
machine-learning-basics-building-regression-model-in-python/03 Setting up Python and Jupyter Notebook/018 Working with Seaborn Library of Python.mp4 48.9 MB
machine-learning-basics-building-regression-model-in-python/04 Introduction to Machine Learning/019 Introduction to Machine Learning-en.srt 18 KB
machine-learning-basics-building-regression-model-in-python/04 Introduction to Machine Learning/019 Introduction to Machine Learning.mp4 123.9 MB
machine-learning-basics-building-regression-model-in-python/04 Introduction to Machine Learning/020 Building a Machine Learning Model-en.srt 10 KB
machine-learning-basics-building-regression-model-in-python/04 Introduction to Machine Learning/020 Building a Machine Learning Model.mp4 45.3 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/021 Gathering Business Knowledge-en.srt 4 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/021 Gathering Business Knowledge.mp4 25.1 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/022 Data Exploration-en.srt 4 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/022 Data Exploration.mp4 23.4 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/023 The Dataset and the Data Dictionary-en.srt 8 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/023 The Dataset and the Data Dictionary.mp4 78.6 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/024 Importing Data in Python-en.srt 6 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/024 Importing Data in Python.mp4 32.5 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/025 Project exercise 1.html 1 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/026 Univariate analysis and EDD-en.srt 3 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/026 Univariate analysis and EDD.mp4 27.3 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/027 EDD in Python-en.srt 10 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/027 EDD in Python.mp4 75.1 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/028 Project Exercise 2.html 1 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/029 Outlier Treatment-en.srt 4 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/029 Outlier Treatment.mp4 27.8 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/030 Outlier Treatment in Python-en.srt 13 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/030 Outlier Treatment in Python.mp4 86.6 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/031 Project Exercise 3.html 1 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/032 Missing Value Imputation-en.srt 4 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/032 Missing Value Imputation.mp4 27.6 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/033 Missing Value Imputation in Python-en.srt 4 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/033 Missing Value Imputation in Python.mp4 28.6 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/034 Project Exercise 4.html 1 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/035 Seasonality in Data-en.srt 4 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/035 Seasonality in Data.mp4 20.9 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/036 Bi-variate analysis and Variable transformation-en.srt 18 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/036 Bi-variate analysis and Variable transformation.mp4 113.7 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/037 Variable transformation and deletion in Python-en.srt 7 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/037 Variable transformation and deletion in Python.mp4 53.4 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/038 Project Exercise 5.html 1 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/039 Non-usable variables-en.srt 5 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/039 Non-usable variables.mp4 23.9 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/040 Dummy variable creation Handling qualitative data-en.srt 5 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/040 Dummy variable creation Handling qualitative data.mp4 40.6 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/041 Dummy variable creation in Python-en.srt 6 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/041 Dummy variable creation in Python.mp4 33.9 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/042 Project Exercise 6.html 1 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/043 Correlation Analysis-en.srt 11 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/043 Correlation Analysis.mp4 81.3 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/044 Correlation Analysis in Python-en.srt 7 KB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/044 Correlation Analysis in Python.mp4 68 MB
machine-learning-basics-building-regression-model-in-python/05 Data Preprocessing/045 Project Exercise 7.html 1 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/046 The Problem Statement-en.srt 2 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/046 The Problem Statement.mp4 10.7 MB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/047 Basic Equations and Ordinary Least Squares (OLS) method-en.srt 10 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/047 Basic Equations and Ordinary Least Squares (OLS) method.mp4 50.3 MB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/048 Assessing accuracy of predicted coefficients-en.srt 16 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/048 Assessing accuracy of predicted coefficients.mp4 104.4 MB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/049 Assessing Model Accuracy RSE and R squared-en.srt 8 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/049 Assessing Model Accuracy RSE and R squared.mp4 49.7 MB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/050 Simple Linear Regression in Python-en.srt 11 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/050 Simple Linear Regression in Python.mp4 78.6 MB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/051 Project Exercise 8.html 1 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/052 Multiple Linear Regression-en.srt 6 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/052 Multiple Linear Regression.mp4 38.9 MB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/053 The F - statistic-en.srt 9 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/053 The F - statistic.mp4 64.1 MB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/054 Interpreting results of Categorical variables-en.srt 5 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/054 Interpreting results of Categorical variables.mp4 27.1 MB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/055 Multiple Linear Regression in Python-en.srt 12 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/055 Multiple Linear Regression in Python.mp4 88.1 MB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/056 Project Exercise 9.html 1 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/057 Test-train split-en.srt 10 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/057 Test-train split.mp4 49.1 MB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/058 Bias Variance trade-off-en.srt 6 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/058 Bias Variance trade-off.mp4 29.6 MB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/059 Test train split in Python-en.srt 8 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/059 Test train split in Python.mp4 57.8 MB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/060 Linear models other than OLS-en.srt 4 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/060 Linear models other than OLS.mp4 19.2 MB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/061 Subset selection techniques-en.srt 13 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/061 Subset selection techniques.mp4 87.1 MB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/062 Shrinkage methods Ridge and Lasso-en.srt 8 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/062 Shrinkage methods Ridge and Lasso.mp4 38.6 MB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/063 Ridge regression and Lasso in Python-en.srt 19 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/063 Ridge regression and Lasso in Python.mp4 156.6 MB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/064 Project Exercise 10.html 1 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/065 Final Project Exercise.html 1 KB
machine-learning-basics-building-regression-model-in-python/06 Linear Regression/066 Course Conclusion.html 2 KB
machine-learning-basics-building-regression-model-in-python/Resources/002 00-Introduction-01.pdf 791 KB
machine-learning-basics-building-regression-model-in-python/Resources/003 01-01-Lecture-TypesOfData.pdf 178 KB
machine-learning-basics-building-regression-model-in-python/Resources/004 01-02-Lecture-TypesOfStatistics.pdf 172 KB
machine-learning-basics-building-regression-model-in-python/Resources/005 01-03-Lecture-DataSummaryandGraph.pdf 318 KB
machine-learning-basics-building-regression-model-in-python/Resources/006 01-04-Lecture-Centers.pdf 313 KB
machine-learning-basics-building-regression-model-in-python/Resources/007 Exercise-1.pdf 554 KB
machine-learning-basics-building-regression-model-in-python/Resources/008 01-05-Lecture-Dispersion.pdf 211 KB
machine-learning-basics-building-regression-model-in-python/Resources/009 Exercise-2.pdf 470 KB
machine-learning-basics-building-regression-model-in-python/Resources/017 Customer.csv 64 KB
machine-learning-basics-building-regression-model-in-python/Resources/019 Lecture-machineLearning.pdf 992 KB
machine-learning-basics-building-regression-model-in-python/Resources/020 Lecture-machineLearning.pdf 992 KB
machine-learning-basics-building-regression-model-in-python/Resources/021 03-01-PDE-Business-knowledge.pdf 154 KB
machine-learning-basics-building-regression-model-in-python/Resources/022 03-02-PDE-Data-exploration.pdf 323 KB
machine-learning-basics-building-regression-model-in-python/Resources/023 03-03-PDE-Raw-Data-Analysis-Uni.pdf 332 KB
machine-learning-basics-building-regression-model-in-python/Resources/023 House-Price.csv 53 KB
machine-learning-basics-building-regression-model-in-python/Resources/024 House-Price.csv 53 KB
machine-learning-basics-building-regression-model-in-python/Resources/025 Movie-collection-train.csv 43 KB
machine-learning-basics-building-regression-model-in-python/Resources/026 03-04-PDE-Univariate-Analysis-Uni.pdf 333 KB
machine-learning-basics-building-regression-model-in-python/Resources/029 04-06-PDE-Outlier-Treatment.pdf 355 KB
machine-learning-basics-building-regression-model-in-python/Resources/032 04-05-PDE-Missing-value.pdf 316 KB
machine-learning-basics-building-regression-model-in-python/Resources/035 04-07-PDE-Seasonality.pdf 364 KB
machine-learning-basics-building-regression-model-in-python/Resources/036 04-07-Variable-Transformation.pdf 423 KB
machine-learning-basics-building-regression-model-in-python/Resources/039 04-08-PDE-Non-Usable-var.pdf 138 KB
machine-learning-basics-building-regression-model-in-python/Resources/040 04-11-Dummy-Var.pdf 163 KB
machine-learning-basics-building-regression-model-in-python/Resources/043 04-10-Correlation.pdf 257 KB
machine-learning-basics-building-regression-model-in-python/Resources/046 05-01-Intro.pdf 239 KB
machine-learning-basics-building-regression-model-in-python/Resources/047 05-02-Simple-lin-reg.pdf 285 KB
machine-learning-basics-building-regression-model-in-python/Resources/048 05-03-Simple-lin-reg-Accuracy.pdf 333 KB
machine-learning-basics-building-regression-model-in-python/Resources/049 05-03-Simple-lin-reg-Accuracy.pdf 333 KB
machine-learning-basics-building-regression-model-in-python/Resources/052 05-04-Multiple-lin-reg.pdf 220 KB
machine-learning-basics-building-regression-model-in-python/Resources/053 05-05-F-stat.pdf 328 KB
machine-learning-basics-building-regression-model-in-python/Resources/054 05-06-Cat-var.pdf 155 KB
machine-learning-basics-building-regression-model-in-python/Resources/057 05-12-Test-Train.pdf 239 KB
machine-learning-basics-building-regression-model-in-python/Resources/058 05-13-Bias-Var-tradeoff.pdf 202 KB
machine-learning-basics-building-regression-model-in-python/Resources/060 05-09-Other-lin-model.pdf 157 KB
machine-learning-basics-building-regression-model-in-python/Resources/061 05-10-Subset-Selection.pdf 199 KB
machine-learning-basics-building-regression-model-in-python/Resources/062 05-11-Shrinkage-methods.pdf 188 KB
machine-learning-basics-building-regression-model-in-python/Resources/065 Movie-collection-test.csv 12 KB
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