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Get Bonus Downloads Here.url 183 B
~Get Your Files Here !/01 Getting Started/001 Course Structure & Outline.en.srt 2.95 KB
~Get Your Files Here !/01 Getting Started/001 Course Structure & Outline.mp4 29.76 MB
~Get Your Files Here !/01 Getting Started/002 READ ME_ Important Notes for New Students.html 5.28 KB
~Get Your Files Here !/01 Getting Started/003 About this Series.en.srt 3.16 KB
~Get Your Files Here !/01 Getting Started/003 About this Series.mp4 9.4 MB
~Get Your Files Here !/01 Getting Started/004 DOWNLOAD_ Course Resources.html 1.65 KB
~Get Your Files Here !/01 Getting Started/004 Machine Learning Part 2 - Classification.pdf 3.48 MB
~Get Your Files Here !/01 Getting Started/004 Maven_ML_Demos_Part_2.xlsx 252.23 KB
~Get Your Files Here !/01 Getting Started/005 Setting Expectations.en.srt 4.31 KB
~Get Your Files Here !/01 Getting Started/005 Setting Expectations.mp4 14.93 MB
~Get Your Files Here !/02 Intro to Classification/001 Supervised vs. Unsupervised Learning.en.srt 2.95 KB
~Get Your Files Here !/02 Intro to Classification/001 Supervised vs. Unsupervised Learning.mp4 8.36 MB
~Get Your Files Here !/02 Intro to Classification/002 Classification vs. Regression.en.srt 3.27 KB
~Get Your Files Here !/02 Intro to Classification/002 Classification vs. Regression.mp4 8.42 MB
~Get Your Files Here !/02 Intro to Classification/003 RECAP_ Key Concepts.en.srt 5.33 KB
~Get Your Files Here !/02 Intro to Classification/003 RECAP_ Key Concepts.mp4 14.93 MB
~Get Your Files Here !/02 Intro to Classification/004 Classification 101.en.srt 5.93 KB
~Get Your Files Here !/02 Intro to Classification/004 Classification 101.mp4 17.21 MB
~Get Your Files Here !/02 Intro to Classification/005 Classification Workflow.en.srt 5.08 KB
~Get Your Files Here !/02 Intro to Classification/005 Classification Workflow.mp4 12.36 MB
~Get Your Files Here !/02 Intro to Classification/006 Feature Engineering.en.srt 5.21 KB
~Get Your Files Here !/02 Intro to Classification/006 Feature Engineering.mp4 16.63 MB
~Get Your Files Here !/02 Intro to Classification/007 Data Splitting.en.srt 2.44 KB
~Get Your Files Here !/02 Intro to Classification/007 Data Splitting.mp4 8.29 MB
~Get Your Files Here !/02 Intro to Classification/008 Overfitting.en.srt 5.63 KB
~Get Your Files Here !/02 Intro to Classification/008 Overfitting.mp4 16.71 MB
~Get Your Files Here !/03 Classification Models/001 Common Classification Models.en.srt 1.83 KB
~Get Your Files Here !/03 Classification Models/001 Common Classification Models.mp4 5.92 MB
~Get Your Files Here !/03 Classification Models/002 Intro to K-Nearest Neighbors (KNN).en.srt 1.71 KB
~Get Your Files Here !/03 Classification Models/002 Intro to K-Nearest Neighbors (KNN).mp4 5.27 MB
~Get Your Files Here !/03 Classification Models/003 KNN Examples.en.srt 6.6 KB
~Get Your Files Here !/03 Classification Models/003 KNN Examples.mp4 18.31 MB
~Get Your Files Here !/03 Classification Models/004 CASE STUDY_ KNN.en.srt 14.17 KB
~Get Your Files Here !/03 Classification Models/004 CASE STUDY_ KNN.mp4 71.4 MB
~Get Your Files Here !/03 Classification Models/005 Intro to Naïve Bayes.en.srt 2.43 KB
~Get Your Files Here !/03 Classification Models/005 Intro to Naïve Bayes.mp4 7.22 MB
~Get Your Files Here !/03 Classification Models/006 Naïve Bayes _ Frequency Tables.en.srt 3.54 KB
~Get Your Files Here !/03 Classification Models/006 Naïve Bayes _ Frequency Tables.mp4 8.56 MB
~Get Your Files Here !/03 Classification Models/007 Naïve Bayes _ Conditional Probability.en.srt 7.89 KB
~Get Your Files Here !/03 Classification Models/007 Naïve Bayes _ Conditional Probability.mp4 24.81 MB
~Get Your Files Here !/03 Classification Models/008 CASE STUDY_ Naïve Bayes.en.srt 11.13 KB
~Get Your Files Here !/03 Classification Models/008 CASE STUDY_ Naïve Bayes.mp4 38.06 MB
~Get Your Files Here !/03 Classification Models/009 Intro to Decision Trees.en.srt 2.71 KB
~Get Your Files Here !/03 Classification Models/009 Intro to Decision Trees.mp4 9.07 MB
~Get Your Files Here !/03 Classification Models/010 Decision Trees _ Entropy 101.en.srt 3.9 KB
~Get Your Files Here !/03 Classification Models/010 Decision Trees _ Entropy 101.mp4 12.34 MB
~Get Your Files Here !/03 Classification Models/011 Entropy & Information Gain.en.srt 6.54 KB
~Get Your Files Here !/03 Classification Models/011 Entropy & Information Gain.mp4 19.55 MB
~Get Your Files Here !/03 Classification Models/012 Decision Tree Examples.en.srt 7.48 KB
~Get Your Files Here !/03 Classification Models/012 Decision Tree Examples.mp4 22.56 MB
~Get Your Files Here !/03 Classification Models/013 Random Forests.en.srt 1.67 KB
~Get Your Files Here !/03 Classification Models/013 Random Forests.mp4 7.37 MB
~Get Your Files Here !/03 Classification Models/014 CASE STUDY_ Decision Trees.en.srt 11.9 KB
~Get Your Files Here !/03 Classification Models/014 CASE STUDY_ Decision Trees.mp4 43.12 MB
~Get Your Files Here !/03 Classification Models/015 Intro to Logistic Regression.en.srt 2.68 KB
~Get Your Files Here !/03 Classification Models/015 Intro to Logistic Regression.mp4 9.38 MB
~Get Your Files Here !/03 Classification Models/016 Logistic Regression Example.en.srt 3.55 KB
~Get Your Files Here !/03 Classification Models/016 Logistic Regression Example.mp4 10.63 MB
~Get Your Files Here !/03 Classification Models/017 False Positives vs. False Negatives.en.srt 4.24 KB
~Get Your Files Here !/03 Classification Models/017 False Positives vs. False Negatives.mp4 15.12 MB
~Get Your Files Here !/03 Classification Models/018 Logistic Regression Equation.en.srt 2.63 KB
~Get Your Files Here !/03 Classification Models/018 Logistic Regression Equation.mp4 7.7 MB
~Get Your Files Here !/03 Classification Models/019 The Likelihood Function.en.srt 5.16 KB
~Get Your Files Here !/03 Classification Models/019 The Likelihood Function.mp4 21.9 MB
~Get Your Files Here !/03 Classification Models/020 Multivariate Logistic Regression.en.srt 3.62 KB
~Get Your Files Here !/03 Classification Models/020 Multivariate Logistic Regression.mp4 15.39 MB
~Get Your Files Here !/03 Classification Models/021 CASE STUDY_ Logistic Regression.en.srt 11.72 KB
~Get Your Files Here !/03 Classification Models/021 CASE STUDY_ Logistic Regression.mp4 42.17 MB
~Get Your Files Here !/03 Classification Models/022 Intro to Sentiment Analysis.en.srt 2.87 KB
~Get Your Files Here !/03 Classification Models/022 Intro to Sentiment Analysis.mp4 12.47 MB
~Get Your Files Here !/03 Classification Models/023 Cleaning Text Data.en.srt 2.63 KB
~Get Your Files Here !/03 Classification Models/023 Cleaning Text Data.mp4 9.55 MB
~Get Your Files Here !/03 Classification Models/024 _Bag of Words_ Analysis.en.srt 6.13 KB
~Get Your Files Here !/03 Classification Models/024 _Bag of Words_ Analysis.mp4 20.2 MB
~Get Your Files Here !/03 Classification Models/025 CASE STUDY_ Sentiment Analysis.en.srt 9.56 KB
~Get Your Files Here !/03 Classification Models/025 CASE STUDY_ Sentiment Analysis.mp4 43.43 MB
~Get Your Files Here !/04 Model Selection & Tuning/001 Intro to Selection & Tuning.en.srt 1.38 KB
~Get Your Files Here !/04 Model Selection & Tuning/001 Intro to Selection & Tuning.mp4 4.18 MB
~Get Your Files Here !/04 Model Selection & Tuning/002 Hyperparameters.en.srt 4.75 KB
~Get Your Files Here !/04 Model Selection & Tuning/002 Hyperparameters.mp4 13.82 MB
~Get Your Files Here !/04 Model Selection & Tuning/003 Imbalanced Classes.en.srt 5.04 KB
~Get Your Files Here !/04 Model Selection & Tuning/003 Imbalanced Classes.mp4 15.48 MB
~Get Your Files Here !/04 Model Selection & Tuning/004 Confusion Matrix.en.srt 3.32 KB
~Get Your Files Here !/04 Model Selection & Tuning/004 Confusion Matrix.mp4 9.94 MB
~Get Your Files Here !/04 Model Selection & Tuning/005 Accuracy, Precision & Recall.en.srt 3.59 KB
~Get Your Files Here !/04 Model Selection & Tuning/005 Accuracy, Precision & Recall.mp4 10.2 MB
~Get Your Files Here !/04 Model Selection & Tuning/006 Multi-class Confusion Matrix.en.srt 3.23 KB
~Get Your Files Here !/04 Model Selection & Tuning/006 Multi-class Confusion Matrix.mp4 10.26 MB
~Get Your Files Here !/04 Model Selection & Tuning/007 Multi-class Scoring.en.srt 6.08 KB
~Get Your Files Here !/04 Model Selection & Tuning/007 Multi-class Scoring.mp4 19.69 MB
~Get Your Files Here !/04 Model Selection & Tuning/008 Model Selection.en.srt 2.45 KB
~Get Your Files Here !/04 Model Selection & Tuning/008 Model Selection.mp4 8.45 MB
~Get Your Files Here !/04 Model Selection & Tuning/009 Model Drift.en.srt 1.67 KB
~Get Your Files Here !/04 Model Selection & Tuning/009 Model Drift.mp4 4.66 MB
~Get Your Files Here !/05 Wrapping Up/001 Looking Ahead to Part 3.en.srt 740 B
~Get Your Files Here !/05 Wrapping Up/001 Looking Ahead to Part 3.mp4 3.42 MB
~Get Your Files Here !/05 Wrapping Up/002 BONUS LECTURE.html 7.59 KB
~Get Your Files Here !/Bonus Resources.txt 357 B
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