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Amber's Roadmap For Becoming an NLP Expert in 4 Months with Suhas |
https://nlp-roadmap.gitbook.io/nlp-roadmap/
{% embed url="https://docs.google.com/document/d/1qLeVbPE_ICVSeNkytx9ly_y4r3BROhAvAYadj1WNjCc/edit" %} Amber's Roadmap to Success {% endembed %}
{% tabs %} {% tab title="Machine Learning Resources" %}
- Neural Networks for Machine Learning
- Hugo Larochelle, Université de Sherbrooke
- Yann LeCun and Alfredo Canziani, NYU
- Pieter Abbeel, Sergey Karayev, UC Berkeley
- Machine Learning with Graphs (Jure Leskovec, Stanford)
- Deep Learning and Reinforcement Learning Summer School (Lots of Legends, AMII, Edmonton, Canada)
- http://www.phontron.com/class/nn4nlp2021/schedule.html {% endtab %}
{% tab title="NLP Tools and Resources" %}
- https://www.nltk.org/
- https://spacy.io/
- https://radimrehurek.com/gensim/
- https://fasttext.cc/
- https://www.sbert.net/
- https://nlp.stanford.edu/software/openie.html
- https://pypi.org/project/textdistance/
- https://github.com/thunlp/OpenNRE
- https://github.com/bhoov/exbert
- https://github.com/MaartenGr/BERTopic
- https://github.com/kpu/kenlm
- https://github.com/jamesturk/jellyfish
- https://github.com/dsfsi/textaugment {% endtab %}
{% tab title="Self-Learning Rs" %}
- https://missing.csail.mit.edu/2020/version-control/
- https://missing.csail.mit.edu/2020/data-wrangling/
- https://missing.csail.mit.edu/2020/shell-tools/
- https://missing.csail.mit.edu/2020/debugging-profiling/
- https://missing.csail.mit.edu/2020/metaprogramming/
- https://missing.csail.mit.edu/2020/course-shell/