Meetup | Title | Date | Description |
---|---|---|---|
1 | Intro to Data Science | 23rd November, 2019 | Applications of Data Science, Tools and Flow |
2 | Gradient Descent and related algorithms. | 14th December, 2019 | Using the assignments that we have provided in Meetup 1, we have to explain gradient descent, and possibly the other such algorithms. The assignment for this meetup will be considering a loss function and randomly initiated the weights and plotting the loss using python. |
3 | Regression Techniques. | 21st December, 2019 | We'll include Linear and Logistic Regression in this session. |
4 | Tree-based and Bagging Algorithms. | 4th January, 2020 | Decision Tree, Random Forest, etc |
5 | Boosting Techniques. | 18th January, 2020 | XGBoost, LightGBM, etc |
6 | Intro to Neural Nets. | 1st February, 2020 | We'll start from linear and logistic regression and complicate it a little to explain Deep Neural Nets. If possible we can explain CNNs and RNNs as well. |