<commit_before>---
layout: page
title: ML Entry Points
permalink: /entry/
---

Machine learning is a very broad field of research. One regularly deals with new topics, which are sometimes difficult to understand. On this page I collect links to resources that helped me to get started and are well explained. Topics are sorted alphabetically. If applicable, I sorted links in ascending order of difficulty.

**Implicit Layers**  
[Deep Implicit Layers](http://implicit-layers-tutorial.org/introduction/)

**Spatial Transformer Networks**  
[Deep Learning Paper Implementations: Spatial Transformer Networks - Part I](https://kevinzakka.github.io/2017/01/10/stn-part1/)  
[Deep Learning Paper Implementations: Spatial Transformer Networks - Part II](https://kevinzakka.github.io/2017/01/18/stn-part2/)
<commit_msg>added batch norm resource<commit_after>---
layout: page
title: ML Entry Points
permalink: /entry/
---

Machine learning is a very broad field of research. One regularly deals with new topics, which are sometimes difficult to understand. On this page I collect links to resources that helped me to get started and are well explained. Topics are sorted alphabetically. If applicable, I sorted links in ascending order of difficulty.

**Batch Normalization**  
[Batch Normalization Explained](https://leimao.github.io/blog/Batch-Normalization/)

**Implicit Layers**  
[Deep Implicit Layers](http://implicit-layers-tutorial.org/introduction/)

**Spatial Transformer Networks**  
[Deep Learning Paper Implementations: Spatial Transformer Networks - Part I](https://kevinzakka.github.io/2017/01/10/stn-part1/)  
[Deep Learning Paper Implementations: Spatial Transformer Networks - Part II](https://kevinzakka.github.io/2017/01/18/stn-part2/)

{'fraction_non_alphanumeric': 0.09548313321898227, 'fraction_numerical': 0.02058319039451115, 'mean_word_length': 4.756578947368421, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 5, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '2827976', 'n_tokens_mistral': 513, 'n_tokens_neox': 480, 'n_words': 184}