Ben Chuanlong Du's Blog

It is never too late to learn.

Tips on LightGBM

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

  1. It is strongly suggested that you load data into a pandas DataFrame and handle categorical variables by specifying a dtype of "category" for those categorical variables.

    df.cat_var = df.cat_var.astype …

Fake Face Using AI

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

https://faceswap.dev/ Faceswap is the leading free and Open Source multi-platform Deepfakes software.

https://github.com/iperov/DeepFaceLab DeepFaceLab is the leading software for creating deepfakes.

Compute Vision Tasks

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

Task Sub Domain Description Models Data Tools/Applications Papers
Image Classification Image Classification Image Classification Image Classification Image Classification Image Classification Image Classification
Image Localization Image Localization Image Localization Image Localization …

Training Deep Neural Networks

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

Rules of Thumb for Training

https://arxiv.org/pdf/1206.5533.pdf**

https://towardsdatascience.com/17-rules-of-thumb-for-building-a-neural-network-93356f9930af

https://hackernoon.com/rules-of-thumb-for-deep-learning-5a3b6d4b0138

https://stats.stackexchange.com/questions/181/how-to-choose-the-number-of-hidden-layers-and-nodes-in-a-feedforward-neural-netw

Batch size affects both …

Learning to Rank

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

https://www.kaggle.com/c/home-credit-default-risk/discussion/61613

https://studylib.net/doc/18339870/yetirank--everybody-lies

http://proceedings.mlr.press/v14/gulin11a/gulin11a.pdf

Model Architecture Ranking Category SOTA Comments Paper
RankNet NN …