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| 01.Course Overview/01.01.Course Overview.mp4 | 9.94 MB |
| 02.Understanding Approaches to Machine Learning/02.01.Module Overview.mp4 | 6.51 MB |
| 02.Understanding Approaches to Machine Learning/02.02.Prerequisites and Course Outline.mp4 | 4.79 MB |
| 02.Understanding Approaches to Machine Learning/02.03.Rule-based vs. ML-based Learning.mp4 | 13.57 MB |
| 02.Understanding Approaches to Machine Learning/02.04.Traditional ML vs. Representation ML.mp4 | 7.00 MB |
| 02.Understanding Approaches to Machine Learning/02.05.The Machine Learning Workflow.mp4 | 6.00 MB |
| 02.Understanding Approaches to Machine Learning/02.06.Choosing the Right Model Based on Data.mp4 | 10.49 MB |
| 02.Understanding Approaches to Machine Learning/02.07.Supervised vs. Unsupervised Learning.mp4 | 9.26 MB |
| 02.Understanding Approaches to Machine Learning/02.08.Transfer Learning, Cold Start ML and Warm Start ML.mp4 | 10.08 MB |
| 02.Understanding Approaches to Machine Learning/02.09.Popular Machine Learning Frameworks.mp4 | 6.53 MB |
| 02.Understanding Approaches to Machine Learning/02.10.Demo Getting Started with scikit-learn.mp4 | 4.35 MB |
| 02.Understanding Approaches to Machine Learning/02.11.Module Summary.mp4 | 2.67 MB |
| 03.Understanding and Implementing Regression Models/03.01.Module Overview.mp4 | 2.36 MB |
| 03.Understanding and Implementing Regression Models/03.02.Building and Evaluating Regression Models.mp4 | 9.32 MB |
| 03.Understanding and Implementing Regression Models/03.03.Demo Linear Regression Using Numeric Features.mp4 | 17.62 MB |
| 03.Understanding and Implementing Regression Models/03.04.Demo Exploring Regression Data.mp4 | 9.68 MB |
| 03.Understanding and Implementing Regression Models/03.05.Demo Preprocessing Numeric and Categorical Data and Fitting a Regression Model.mp4 | 10.47 MB |
| 03.Understanding and Implementing Regression Models/03.06.Choosing Regression Algorithms.mp4 | 4.93 MB |
| 03.Understanding and Implementing Regression Models/03.07.Regularized Regression Models Lasso, Ridge, and Elastic Net.mp4 | 7.37 MB |
| 03.Understanding and Implementing Regression Models/03.08.Stochastic Gradient Descent.mp4 | 4.35 MB |
| 03.Understanding and Implementing Regression Models/03.09.Demo Multiple Types of Regression.mp4 | 12.02 MB |
| 03.Understanding and Implementing Regression Models/03.10.Module Summary.mp4 | 2.58 MB |
| 04.Understanding and Implementing Classification Models/04.01.Module Overview.mp4 | 2.26 MB |
| 04.Understanding and Implementing Classification Models/04.02.Types of Classifiers.mp4 | 7.96 MB |
| 04.Understanding and Implementing Classification Models/04.03.Understanding Logistic Regression Intuitively.mp4 | 9.96 MB |
| 04.Understanding and Implementing Classification Models/04.04.Demo Building and Training a Binary Classification Model.mp4 | 13.77 MB |
| 04.Understanding and Implementing Classification Models/04.05.Understanding Support Vector and Nearest Neighbors Classification.mp4 | 7.49 MB |
| 04.Understanding and Implementing Classification Models/04.06.Understanding Decision Tree and Naive Bayes Classification.mp4 | 9.93 MB |
| 04.Understanding and Implementing Classification Models/04.07.Demo Building Classification Models Using Multiple Techniques.mp4 | 15.46 MB |
| 04.Understanding and Implementing Classification Models/04.08.Demo Using Warm Start with an Ensemble Classifier.mp4 | 6.56 MB |
| 04.Understanding and Implementing Classification Models/04.09.Demo Performing Multiclass Classification on Text Data.mp4 | 14.87 MB |
| 04.Understanding and Implementing Classification Models/04.10.Module Summary.mp4 | 1.99 MB |
| 05.Understanding and Implementing Clustering Model/05.01.Module Overview.mp4 | 2.21 MB |
| 05.Understanding and Implementing Clustering Model/05.02.Clustering as an Unsupervised Learning Technique.mp4 | 7.56 MB |
| 05.Understanding and Implementing Clustering Model/05.03.Choosing Clustering Algorithms.mp4 | 7.36 MB |
| 05.Understanding and Implementing Clustering Model/05.04.Categorizing Clustering Algorithms.mp4 | 5.75 MB |
| 05.Understanding and Implementing Clustering Model/05.05.K-means Clustering.mp4 | 5.01 MB |
| 05.Understanding and Implementing Clustering Model/05.06.Hierarchical Clustering.mp4 | 6.84 MB |
| 05.Understanding and Implementing Clustering Model/05.07.Demo Performing K-means Clustering on Unlabeled Data.mp4 | 11.85 MB |
| 05.Understanding and Implementing Clustering Model/05.08.Demo Clustering Using Labeled Data.mp4 | 18.19 MB |
| 05.Understanding and Implementing Clustering Model/05.09.Demo Agglomerative Clustering.mp4 | 49.22 MB |
| 05.Understanding and Implementing Clustering Model/05.10.Summary and Further Study.mp4 | 6.62 MB |
| Exercise_file.zip | 8.11 MB |
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