Useful Materials for CoLi Students

Here you can find some useful resources to help in your Computational Linguistics studies.

The material below is mostly NOT relevant to the course!

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Roadmaps and Overviews

NLP Roadmap (Mind Map) by Tae-Hwan Jung

This roadmap by by Tae-Hwan Jung is a nice overview for those interested in learning foundations of Natural Language Processing. It covers a wide range of topics, from basic probability and statistics to Machine Learning, presented as a set of mind maps which really helps to put things in perspective.

2020 Machine Learning Roadmap (still 90% valid for 2023) by mrdbourke

A roadmap connecting many of the most important concepts in machine learning, how to learn them and what tools to use to perform them.

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Computer Science and Coding

Blind 75 LeetCode questions by Yangshun Tay

Blind 75 LeetCode questions is curated list of the 75 most frequently asked LeetCode algorithms questions. It’s supposed to cover all the data structure, algo basics and problem-solving patterns for coding interviews.

Tools

How to Do 90% of What Plugins Do (With Just Vim) by thoughtbot

To all the Vim enthusiasts, this hour-long YouTube video is great for configuring your editor.

Tips for Writing NLP Papers by Vered Shwartz

Vered Shwartz, a renowned NLP researcher, has published an insightful blog post on tips for writing NLP papers. It provides valuable guidance on how to structure and write research papers.

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Stay tuned for regular updates to this section as we continue to add more resources.

Happy learning!