Welcome!
Hello world, my name is Duncan. You've landed on my coursework for the General Assembly Data Science Course. Feel free to check out the class notes and project work!
- Instructor: Ed Podojil
- Dates: Jan 26, 2015 - Apr 20, 2015
- Total Class Hours: 66
- Final Project: NYC AirBnB Listings - An Exploration by Borough
| Wk | Monday | Wednesday |
|---|---|---|
| 1 | 1/26/15 Snow Day |
1/28/15 Introductions, Course Review |
| 2 | 2/2/15 Handling Data with Pandas |
2/4/15 Visualizing Data in Python |
| 3 | 2/9/15 Statsmodels and the Linear Regression |
2/11/15 Time Series Analysis and Autoregression Techniques |
| 4 | 2/16/15 No Class - President's Day |
2/18/15 Machine Learning Workflow and SKLearn |
| 5 | 2/23/15 Project 1 Presentations |
2/25/15 Logistic Regression |
| 6 | 3/2/15 NLTK and Text Analysis |
3/4/15 Classifying Text with Naive Bayes |
| 7 | 3/9/15 Decision Trees and Ensembles |
3/11/15 Machine Learning Review and where we go from here |
| 8 | 3/16/15 Project 2 Presentations |
3/18/15 Support Vector Machines and Kernels |
| 9 | 3/23/15 Clustering, KNN, K Means |
3/25/15 Dimension Reduction |
| 10 | 3/30/15 Databases tutorial and Setting up Postgres |
4/1/15 Databases in depth and your models |
| 11 | 4/6/15 Building a Website in Flask |
4/8/15 Interacting with models on the web |
| 12 | 4/13/15 Workshop / Open Lesson |
4/15/15 Workshop / Open Lesson |
| 13 | 4/20/15 Final Presentations |
© 2015 Duncan Fraser.