GenAI
- LLM (Large Language Models) Dictionary: Demystifying LLM Terms
- OctoTools: An Agentic Framework with Extensible Tools for Complex Reasoning
- What is the Relationship between LLMs, Agents, and Multi-agent Systems?
- How Memory is Implemented in LLM-based Agents?
- What are current examples of AI agents?
- What are the differences and relationship between MCP and A2A protocol?
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-based 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?
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