Packt Machine Learning and Data Science with Python A Complete Beginners Guide\01.Course Overview & Table of Contents\0101.Course Overview & Table of Contents.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\01.Course Overview & Table of Contents\0102.Code Password.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\02.Introduction to Machine Learning\0201.Introduction to Machine Learning.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\03.System and Environment preparation\0301.System and Environment preparation.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\04.Learn Basics of python\0401.Learn Basics of python.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\05.Learn Basics of NumPy\0501.Learn Basics of NumPy.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\06.Learn Basics of Matplotlib\0601.Learn Basics of Matplotlib.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\07.Learn Basics of Pandas\0701.Learn Basics of Pandas.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\08.Understanding the CSV data file\0801.Understanding the CSV data file.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\09.Load and Read CSV data file\0901.Load and Read CSV data file.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\10.Dataset Summary\1001.Dataset Summary.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\11.Dataset Visualization\1101.Dataset Visualization.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\12.Data Preparation\1201.Data Preparation.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\13.Feature Selection\1301.Feature Selection.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\14.Refresher Session - The Mechanism of Re-sampling, Training and Testing\1401.Refresher Session - The Mechanism of Re-sampling, Training and Testing.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\15.Algorithm Evaluation Techniques\1501.Algorithm Evaluation Techniques.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\16.Algorithm Evaluation Metrics\1601.Algorithm Evaluation Techniques.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\17.Classification Algorithm Spot Check - Logistic Regression\1701.Classification Algorithm Spot Check - Logistic Regression.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\18.Classification Algorithm Spot Check - Linear Discriminant Analysis\1801.Classification Algorithm Spot Check - Linear Discriminant Analysis.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\19.Classification Algorithm Spot Check - K-Nearest Neighbors\1901.Classification Algorithm Spot Check - K-Nearest Neighbors.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\20.Classification Algorithm Spot Check - Naive Bayes\2001.Classification Algorithm Spot Check - Naive Bayes.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\21.Classification Algorithm Spot Check – CART\2101.Classification Algorithm Spot Check – CART.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\22.Classification Algorithm Spot Check - Support Vector Machines\2201.Classification Algorithm Spot Check - Support Vector Machines.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\23.Regression Algorithm Spot Check - Linear Regression\2301.Regression Algorithm Spot Check - Linear Regression.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\24.Regression Algorithm Spot Check - Ridge Regression\2401.Regression Algorithm Spot Check - Ridge Regression.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\25.Regression Algorithm Spot Check - LASSO Linear Regression\2501.Regression Algorithm Spot Check - LASSO Linear Regression.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\26.Regression Algorithm Spot Check - Elastic Net Regression\2601.Regression Algorithm Spot Check - Elastic Net Regression.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\27.Regression Algorithm Spot Check - K-Nearest Neighbors\2701.Regression Algorithm Spot Check - K-Nearest Neighbors.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\28.Regression Algorithm Spot Check – CART\2801.Regression Algorithm Spot Check – CART.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\29.Regression Algorithm Spot Check - Support Vector Machines (SVM)\2901.Regression Algorithm Spot Check - Support Vector Machines (SVM).mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\30.Compare Algorithms - Part 1 Choosing the best Machine Learning Model\3001.Compare Algorithms - Part 1 Choosing the best Machine Learning Model.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\31.Compare Algorithms - Part 2 Choosing the best Machine Learning Model\3101.Compare Algorithms - Part 2 Choosing the best Machine Learning Model.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\32.Pipelines Data Preparation and Data Modelling\3201.Pipelines Data Preparation and Data Modelling.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\33.Pipelines Feature Selection and Data Modelling\3301.Pipelines Feature Selection and Data Modelling.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\34.Performance Improvement Ensembles – Voting\3401.Performance Improvement Ensembles – Voting.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\35.Performance Improvement Ensembles – Bagging\3501.Performance Improvement Ensembles – Bagging.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\36.Performance Improvement Ensembles – Boosting\3601.Performance Improvement Ensembles – Boosting.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\37.Performance Improvement Parameter Tuning using Grid Search\3701.Performance Improvement Parameter Tuning using Grid Search.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\38.Performance Improvement Parameter Tuning using Random Search\3801.Performance Improvement Parameter Tuning using Random Search.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\39.Export, Save and Load Machine Learning Models Pickle\3901.Export, Save and Load Machine Learning Models Pickle.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\40.Export, Save and Load Machine Learning Models Joblib\4001.Export, Save and Load Machine Learning Models Joblib.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\41.Finalizing a Model - Introduction and Steps\4101.Finalizing a Model - Introduction and Steps.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\42.Finalizing a Classification Model - The Pima Indian Diabetes Dataset\4201.Finalizing a Classification Model - The Pima Indian Diabetes Dataset.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\43.Quick Session Imbalanced Data Set - Issue Overview and Steps\4301.Quick Session Imbalanced Data Set - Issue Overview and Steps.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\44.Iris Dataset Finalizing Multi-Class Dataset\4401.Iris Dataset Finalizing Multi-Class Dataset.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\45.Finalizing a Regression Model - The Boston Housing Price Dataset\4501.Finalizing a Regression Model - The Boston Housing Price Dataset.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\46.Real-time Predictions Using the Pima Indian Diabetes Classification Model\4601.Real-time Predictions Using the Pima Indian Diabetes Classification Model..mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\47.Real-time Predictions Using Iris Flowers Multi-Class Classification Dataset\4701.Real-time Predictions Using Iris Flowers Multi-Class Classification Dat..mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\48.Real-time Predictions Using the Boston Housing Regression Model\4801.Real-time Predictions Using the Boston Housing Regression Model.mp4
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\Exercise Files\exercise_files.zip |
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\11.Dataset Visualization |
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\17.Classification Algorithm Spot Check - Logistic Regression |
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\18.Classification Algorithm Spot Check - Linear Discriminant Analysis |
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Packt Machine Learning and Data Science with Python A Complete Beginners Guide\39.Export, Save and Load Machine Learning Models Pickle |
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