GSA Workshop: Python for Machine Learning [Masterclass]
Join us for our 5 day masterclass on all of the essential skills needed to started with Python! The masterclass will run starting October 18th, 2021 (from 10 a.m. – 3 p.m. EST each day) instructed by Navid Shirzadi.
Digital certificates will be provided to students after completion of the Masterclass.
Please note that registration is required for this workshop. Registration is free-of-charge and open for a limited number of seats. Seats will be allocated on a first-come-first-serve basis.
Hourly Schedule
Session 1 | October 18th 2021
- 10 a.m. - 2 p.m.
- ML Useful Packages (Libraries)
- Learning about NumPy, Pandas, and Visualization with Matplotlib
Session 2 | October 20th 2021
- 10 a.m. - 2 p.m.
- Data Preprocessing
- Learning about reading and modifying a Dataset, Basic Statistics, Covariance, Missing Values, Outliers, Concatenating, Dummy Variables, and Normalization
Session 3 | October 25th 2021
- 10 a.m. - 3 p.m.
- Supervised Learning (Classification)
- Learning about classification with decision tree (DT), K-nearest neighbor (K-NN), Naïve Bayes (NB), and Logistic Regression. Will also feature cross validation and model classification techniques.
Session 4 | October 27th 2021
- 10 a.m. - 3 p.m.
- Supervised Learning (Regression)
- Everything you need to know about regression
Session 5 | October 28th 2021
- 10 a.m - 3 p.m.
- Unsupervised Learning
- Everything you need to know about clustering.