Things on this page are fragmentary and immature notes/thoughts of the author. Please read with your own judgement!

• AI Playground - Collection of LLMs

• Google Bard

• ChatGPT

https://github.com/jmorganca/ollama Get up and running with large language models locally

https://github.com/OpenBMB/ToolBench 🔨This project (ToolLLM) aims …

Things on this page are fragmentary and immature notes/thoughts of the author. Please read with your own judgement!

Tool Review: Lessons learned from using FeatureTools to simplify the process of Feature Engineering

Predicting the rating a reviewer will give a restaurant using Featuretools and the nlp-primitives library

Natural Language …

Things on this page are fragmentary and immature notes/thoughts of the author. Please read with your own judgement!

General Tips

1. When you label individual images, it is better to use numerical labels (even though text labels are easier to understand) so that you can avoid mapping between numbers (use …

Things on this page are fragmentary and immature notes/thoughts of the author. Please read with your own judgement!

Data Platforms

https://github.com/quiltdata/quilt

https://registry.opendata.aws/

https://www.google.com/publicdata/directory

https://proxycrawl.com

Data for Computer Vison

Data for NLP

Data for Learning to …

Things on this page are fragmentary and immature notes/thoughts of the author. Please read with your own judgement!

Tips and Traps

1. A Loss function is always non-negative. If you get a negative loss when training a model, there must be something wrong with the code. For example, maybe you …

Things on this page are fragmentary and immature notes/thoughts of the author. Please read with your own judgement!

Entropy and Related Concepts

1. Entropy
2. Shannon Entropy
3. Cross Entropy
4. K-L divergence

Tips

1. The entropy concept was first introduced for discrete distributions (called Shannon entropy), which is defined as

   $$H(X) = E …