Supervised Learning
- Overview of ML Pipelines
- Loss functions for machine learning (classification, regression)
- How to tune learning rate for machine learning / deep learning?
- What is Confusion Matrix?
- Backprop in Practice
Tree-bsaed models
Unsupervised Learning
Time Series Analysis
- A Gentle Introduction of Important Terms in Time Series Analysis
- Preparing windowed dataset for time series forecasting
- How to forecast time series in Python with ARIMA?
- Pandas time series frequency - abbreviaitons for microseconds, milliseconds, seconds
Recommender Systems
Tensorflow Recommenders (TFRS)
- Tensorflow Recommenders 1 - How to retrieve candidate items?
- Tensorflow Recommenders 2 - How to use contextual features for building models?
- Tensorflow Recommenders 3 - How to rank candidate items?
- Tensorflow Recommenders 4 - Multi-task learning: How to train retrieval and ranking models together?