Filename | Size |
| 001.Module 1 Fundamentals of Machine Learning - Intro to SciKit Learn/001. Introduction.mp4 | 31.1 MB |
| 001.Module 1 Fundamentals of Machine Learning - Intro to SciKit Learn/001. Introduction.srt | 16.1 KB |
| 001.Module 1 Fundamentals of Machine Learning - Intro to SciKit Learn/002. Key Concepts in Machine Learning.mp4 | 44.6 MB |
| 001.Module 1 Fundamentals of Machine Learning - Intro to SciKit Learn/002. Key Concepts in Machine Learning.srt | 18.8 KB |
| 001.Module 1 Fundamentals of Machine Learning - Intro to SciKit Learn/003. Python Tools for Machine Learning.mp4 | 12.9 MB |
| 001.Module 1 Fundamentals of Machine Learning - Intro to SciKit Learn/003. Python Tools for Machine Learning.srt | 6.1 KB |
| 001.Module 1 Fundamentals of Machine Learning - Intro to SciKit Learn/004. An Example Machine Learning Problem.mp4 | 31.7 MB |
| 001.Module 1 Fundamentals of Machine Learning - Intro to SciKit Learn/004. An Example Machine Learning Problem.srt | 14.8 KB |
| 001.Module 1 Fundamentals of Machine Learning - Intro to SciKit Learn/005. Examining the Data.mp4 | 32.2 MB |
| 001.Module 1 Fundamentals of Machine Learning - Intro to SciKit Learn/005. Examining the Data.srt | 12.1 KB |
| 001.Module 1 Fundamentals of Machine Learning - Intro to SciKit Learn/006. K-Nearest Neighbors Classification.mp4 | 36.2 MB |
| 001.Module 1 Fundamentals of Machine Learning - Intro to SciKit Learn/006. K-Nearest Neighbors Classification.srt | 26.2 KB |
| 002.Module 2 Supervised Machine Learning/007. Introduction to Supervised Machine Learning.mp4 | 37.9 MB |
| 002.Module 2 Supervised Machine Learning/007. Introduction to Supervised Machine Learning.srt | 22.1 KB |
| 002.Module 2 Supervised Machine Learning/008. Overfitting and Underfitting.mp4 | 19.5 MB |
| 002.Module 2 Supervised Machine Learning/008. Overfitting and Underfitting.srt | 15.8 KB |
| 002.Module 2 Supervised Machine Learning/009. Supervised Learning Datasets.mp4 | 11.2 MB |
| 002.Module 2 Supervised Machine Learning/009. Supervised Learning Datasets.srt | 6.7 KB |
| 002.Module 2 Supervised Machine Learning/010. K-Nearest Neighbors Classification and Regression.mp4 | 22.5 MB |
| 002.Module 2 Supervised Machine Learning/010. K-Nearest Neighbors Classification and Regression.srt | 17.1 KB |
| 002.Module 2 Supervised Machine Learning/011. Linear Regression Least-Squares.mp4 | 30.1 MB |
| 002.Module 2 Supervised Machine Learning/011. Linear Regression Least-Squares.srt | 21.3 KB |
| 002.Module 2 Supervised Machine Learning/012. Linear Regression Ridge, Lasso, and Polynomial Regression.mp4 | 39.9 MB |
| 002.Module 2 Supervised Machine Learning/012. Linear Regression Ridge, Lasso, and Polynomial Regression.srt | 27.2 KB |
| 002.Module 2 Supervised Machine Learning/013. Logistic Regression.mp4 | 20.3 MB |
| 002.Module 2 Supervised Machine Learning/013. Logistic Regression.srt | 17.1 KB |
| 002.Module 2 Supervised Machine Learning/014. Linear Classifiers Support Vector Machines.mp4 | 22.7 MB |
| 002.Module 2 Supervised Machine Learning/014. Linear Classifiers Support Vector Machines.srt | 15.5 KB |
| 002.Module 2 Supervised Machine Learning/015. Multi-Class Classification.mp4 | 15.4 MB |
| 002.Module 2 Supervised Machine Learning/015. Multi-Class Classification.srt | 8.3 KB |
| 002.Module 2 Supervised Machine Learning/016. Kernelized Support Vector Machines.mp4 | 39.1 MB |
| 002.Module 2 Supervised Machine Learning/016. Kernelized Support Vector Machines.srt | 25.6 KB |
| 002.Module 2 Supervised Machine Learning/017. Cross-Validation.mp4 | 20 MB |
| 002.Module 2 Supervised Machine Learning/017. Cross-Validation.srt | 13 KB |
| 002.Module 2 Supervised Machine Learning/018. Decision Trees.mp4 | 37.8 MB |
| 002.Module 2 Supervised Machine Learning/018. Decision Trees.srt | 28.4 KB |
| 003.Module 3 Evaluation/019. Model Evaluation & Selection.mp4 | 46.1 MB |
| 003.Module 3 Evaluation/019. Model Evaluation & Selection.srt | 30.1 KB |
| 003.Module 3 Evaluation/020. Confusion Matrices & Basic Evaluation Metrics.mp4 | 20.8 MB |
| 003.Module 3 Evaluation/020. Confusion Matrices & Basic Evaluation Metrics.srt | 15.8 KB |
| 003.Module 3 Evaluation/021. Classifier Decision Functions.mp4 | 12.7 MB |
| 003.Module 3 Evaluation/021. Classifier Decision Functions.srt | 9 KB |
| 003.Module 3 Evaluation/022. Precision-recall and ROC curves.mp4 | 9.2 MB |
| 003.Module 3 Evaluation/022. Precision-recall and ROC curves.srt | 7.5 KB |
| 003.Module 3 Evaluation/023. Multi-Class Evaluation.mp4 | 19.8 MB |
| 003.Module 3 Evaluation/023. Multi-Class Evaluation.srt | 15.2 KB |
| 003.Module 3 Evaluation/024. Regression Evaluation.mp4 | 17 MB |
| 003.Module 3 Evaluation/024. Regression Evaluation.srt | 7.8 KB |
| 003.Module 3 Evaluation/025. Model Selection Optimizing Classifiers for Different Evaluation Metrics.mp4 | 34.5 MB |
| 003.Module 3 Evaluation/025. Model Selection Optimizing Classifiers for Different Evaluation Metrics.srt | 18.1 KB |
| 004.Module 4 Supervised Machine Learning - Part 2/026. Naive Bayes Classifiers.mp4 | 21.4 MB |
| 004.Module 4 Supervised Machine Learning - Part 2/026. Naive Bayes Classifiers.srt | 11.2 KB |
| 004.Module 4 Supervised Machine Learning - Part 2/027. Random Forests.mp4 | 26.4 MB |
| 004.Module 4 Supervised Machine Learning - Part 2/027. Random Forests.srt | 17.1 KB |
| 004.Module 4 Supervised Machine Learning - Part 2/028. Gradient Boosted Decision Trees.mp4 | 11.8 MB |
| 004.Module 4 Supervised Machine Learning - Part 2/028. Gradient Boosted Decision Trees.srt | 8.4 KB |
| 004.Module 4 Supervised Machine Learning - Part 2/029. Neural Networks.mp4 | 41.5 MB |
| 004.Module 4 Supervised Machine Learning - Part 2/029. Neural Networks.srt | 27.9 KB |
| 004.Module 4 Supervised Machine Learning - Part 2/030. Deep Learning (Optional).mp4 | 17.5 MB |
| 004.Module 4 Supervised Machine Learning - Part 2/030. Deep Learning (Optional).srt | 10.3 KB |
| 004.Module 4 Supervised Machine Learning - Part 2/031. Data Leakage.mp4 | 32.9 MB |
| 004.Module 4 Supervised Machine Learning - Part 2/031. Data Leakage.srt | 16.7 KB |
| 005.Optional Unsupervised Machine Learning/032. Introduction.mp4 | 10.7 MB |
| 005.Optional Unsupervised Machine Learning/032. Introduction.srt | 6.5 KB |
| 005.Optional Unsupervised Machine Learning/033. Dimensionality Reduction and Manifold Learning.mp4 | 16.1 MB |
| 005.Optional Unsupervised Machine Learning/033. Dimensionality Reduction and Manifold Learning.srt | 13.5 KB |
| 005.Optional Unsupervised Machine Learning/034. Clustering.mp4 | 27.2 MB |
| 005.Optional Unsupervised Machine Learning/034. Clustering.srt | 19.9 KB |
| 006.Conclusion/035. Conclusion.mp4 | 9.9 MB |
| 006.Conclusion/035. Conclusion.srt | 3.9 KB |