CS 4731 - Introduction to Big Data and Machine Learning |
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Introduction to Big Data and Machine Learning.
Announcements
Welcome to CS4731.
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Date |
Topic | Slides | Additional Information |
| 08/14/2019 | Syllabus | ||
| 08/14/2019 | intro to this class | download | |
| 08/27/2019 | intro to ML | download | |
| 08/22/2019 | simple regression | download | |
| 08/27/2019 | first py demo | ||
| 09/03/2019 | linear regression | ||
| 09/03/2019 | polynomial regression | ||
| 09/03/2019 | Assignment 1 | download | |
| 09/05/2019 | ordinary least squares | download | |
| 09/05/2019 | machine learning feasibility | download | |
| 09/05/2019 | bayes regression | download | |
| 09/18/2019 | classification | download | |
| 10/01/2019 | knn and kernel methods | download | |
| 09/03/2019 | Assignment 2 | download | |
| 10/03/2019 | Assignment 3 | download | |
| 10/08/2019 | principal component analysis | download | |
| 10/15/2019 | Assignment 4 | download | |
| 10/20/2019 | mixture models - kmeans | download | |
| 10/20/2019 | Assignment 5 | download | |
| 09/03/2019 | in-class k-means code | ||
| 10/25/2019 | image processing | download | |
| 10/29/2019 | graphical models | download | |
| 10/29/2019 | intro to neural networks | download | |
| 10/20/2019 | Final project | download | |
| 10/07/2019 | deep dream code | ||
| 11/12/2019 | intro to big data | download | |
| 11/12/2019 | intro to hadoop | download | |
| 11/18/2019 | intro to spark | download |