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

tensorflow/rust

tensorflow/rust is a Rust language binding for TensorFlow.

tch-rs

tch-rs is a Rust bindings for the C++ API of PyTorch.

linfa

BastionAI

BastionAI is a confidential deep learning …

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!

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 …

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

Categorical variables are very common in a machine learning project. On a high level, there are two ways to handle a categorical variable.

1. Drop a categorical variable if a categorical variable …