BCSE419L Speech and Language Processing Course Material - bharadwajakumar/BCSE419L GitHub Wiki
Other Universities Course Materials links
https://www.cse.iitd.ac.in/~mausam/courses/col772/spring2023/
https://cs224d.stanford.edu/lectures/
https://www.cc.gatech.edu/classes/AY2020/cs7650_spring/
https://www.cse.iitb.ac.in/~cs626-449/slides.html
https://www3.cs.stonybrook.edu/~has/CSE354/Slides/
https://uclanlp.github.io/CS269-17/overview
https://courses.cs.washington.edu/courses/csep517/21wi/
https://dijkstra.eecs.umich.edu/eecs498/lectures/
https://www.cs.princeton.edu/courses/archive/spring20/cos598C/
https://www.cs.utexas.edu/~mooney/cs388/
https://web.stanford.edu/~jurafsky/slp3/
https://github.com/amanjeetsahu/Natural-Language-Processing-Specialization/tree/master
https://www.deepmind.com/learning-resources/deep-learning-lecture-series-2020
https://github.com/oxford-cs-deepnlp-2017/lectures
https://www.cs.cornell.edu/courses/cs4740/2022fa/schedule.html
http://introtodeeplearning.com/
https://courses.grainger.illinois.edu/CS447/sp2023/
Books
Joseph Mariani - Language and Speech Processing-Wiley-ISTE (2009).pdf
Syllabus
B.Tech.CSE-AI-ML-2023-24_111-116.pdf
OLD Question Paper
CAT-1 & CAT-2 Portions
Course Plan
Material links
sentence_boundary_segmentation_model.pdf
https://schemantra.com/blog/2023/07/28/semantic-roles/
https://vijinimallawaarachchi.com/2017/05/09/porter-stemming-algorithm/
https://iq.opengenus.org/porter-stemmer/
https://www.shiksha.com/online-courses/articles/pos-tagging-in-nlp/
https://nanonets.com/blog/topic-modeling-with-lsa-plsa-lda-lda2vec/
https://blog.echen.me/2012/01/03/introduction-to-conditional-random-fields/
https://towardsdatascience.com/conditional-random-fields-explained-e5b8256da776
https://towardsdatascience.com/understanding-encoder-decoder-sequence-to-sequence-model-679e04af4346
https://www.kaggle.com/code/rahulagg/sentiment-analysis-using-rnn
https://towardsdatascience.com/neural-machine-translation-15ecf6b0b
https://www.scaler.com/topics/deep-learning/attention-mechanism-deep-learning/
https://medium.com/analytics-vidhya/question-answering-system-with-bert-ebe1130f8def
https://360digitmg.com/blog/bert-variants-and-their-differences
https://towardsdatascience.com/transformers-141e32e69591
https://www.ling.upenn.edu/~beatrice/syntax-textbook/box-thematic.html
https://www.scaler.com/topics/nlp/fine-tuning-bert/
https://www.datacamp.com/tutorial/how-transformers-work
https://huggingface.co/learn/nlp-course/en/chapter1/1
https://speechprocessingbook.aalto.fi/index.html
https://jonathan-hui.medium.com/speech-recognition-gmm-hmm-8bb5eff8b196
https://www.baeldung.com/cs/graph-based-segmentation
https://datascientest.com/en/spectral-clustering-definition-operation-use
Max Flow/Min Cut https://www.youtube.com/watch?v=oHy3ddI9X3o&t=1315s