Resources

1. Bert 

https://colab.research.google.com/drive/1u0soXk1SZMxWWv5v09YVGii5qO2H9PUN?usp=sharing

2. Know your dataset tools

https://medium.com/people-ai-research/know-your-data-a-new-tool-to-explore-datasets-ba45b7665695

3. Vaex: Pandas but 1000x faster

if you are working with big data, especially on your local machine, then learning the basics of Vaex, a Python library that enables the fast processing of large datasets, will provide you with a productive alternative to Pandas.

https://www.kdnuggets.com/2021/05/vaex-pandas-1000x-faster.html

4. Mesh browser

https://meshb.nlm.nih.gov/treeView

5. 17 types of similarity and dissimilarity measures used in data science.

The following article explains various methods for computing distances and showing their instances in our daily lives. Additionally, it will introduce you to the pydist2 package.

https://towardsdatascience.com/17-types-of-similarity-and-dissimilarity-measures-used-in-data-science-3eb914d2681

6. GAN-BERT (in Pytorch and compatible with HuggingFace)

https://github.com/crux82/ganbert-pytorch#gan-bert-in-pytorch-and-compatible-with-huggingface

7. Multi-label vs. Multi-class Classification: Sigmoid vs. Softmax

https://glassboxmedicine.com/2019/05/26/classification-sigmoid-vs-softmax/

8. MeSHProbeNet: a self-attentive probe net for MeSH indexing

https://academic.oup.com/bioinformatics/article/35/19/3794/5372674

9. Search Engine Based on Corpus embeddings Generated from Sentence Transformers and BM25 Gene Score "BRAF (V600E)"

https://clinical-articles-search-owais.herokuapp.com/

10. AlphaFold Colab

https://colab.research.google.com/github/deepmind/alphafold/blob/main/notebooks/AlphaFold.ipynb

11. The NLP Zone - Iason Georgakopoulos & Johannes Forster

https://player.captivate.fm/episode/e2f87641-1421-4729-a2b5-d64951c845c6

12. Reference Management Zotero 1

https://www.youtube.com/watch?v=koTqpguJE2g

13. Zotero Links

https://www.youtube.com/watch?v=koTqpguJE2g

https://www.youtube.com/watch?v=wH-Fn1h2MvU

14. OER Links

https://www.youtube.com/watch?v=h9rpZjTwhtg

https://www.youtube.com/watch?v=IVUsuCYyaqE

https://www.youtube.com/watch?v=XsNt0lxSm_M

15. Creative Common License Links

https://www.youtube.com/watch?v=pVVmiSzvdU4

https://www.youtube.com/watch?v=WDE3OI_4AuQ

https://www.youtube.com/watch?v=rHb37UFScpM

16. Neural Machine Translation with TRANSFORMERS

https://team-39940.medium.com/neural-machine-translation-with-transformers-b6f5204ebdcd

17. Why artificial intelligence is being used to write adverts

https://www.bbc.com/news/business-57781557

18. Deep learning on computational biology and bioinformatics tutorial: from DNA to protein folding and alphafold2

https://theaisummer.com/deep-learning-biology-alphafold/

19. Trax — Deep Learning with Clear Code and Speed

https://github.com/google/trax

20. Reformer: The Efficient Transformer

https://www.connectedpapers.com/main/055fd6a9f7293269f1b22c1470e63bd02d8d9500/Reformer:-The-Efficient-Transformer/graph

21. graph2vec: Learning Distributed Representations of Graphs | ML with Graphs (Paper Walkthrough)

https://www.youtube.com/watch?app=desktop&v=h400_OMWNLo&feature=youtu.be

22. Tutorial 7: Graph Neural Networkshttps://colab.research.google.com/drive/15SNckENaBNMdT_pztVCBXqasHF3DkhHF?usp=sharing

23. Load Dataset Directly into Colab from anywhere on the Browser using CurlWget Extension

https://www.analyticsvidhya.com/blog/2021/08/load-dataset-directly-into-colab-from-anywhere-on-the-browser-using-curlwget-extension/

24. Data Science Tools

https://mlcompendium.gitbook.io/machine-and-deep-learning-compendium/data-science-tools

25. Martin Roberts, PhD’S Post

https://www.linkedin.com/posts/martinroberts_artificial-intelligence-101-ugcPost-6837928062294872064-5JWu

26. Explicit Semantic Ranking for Academic Search via Knowledge Graph Embedding

https://www.cs.cmu.edu/~cx/papers/Explicit_Semantic_Ranking.pdf

27. How modern search engines work – Vector databases explained! | Weaviate open-source

https://www.youtube.com/watch?v=YkK5IKgxp-c

28. Google AI Introduces Two New Families of Neural Networks Called ‘EfficientNetV2’ and ‘CoAtNet’ For Image Recognition

https://www.marktechpost.com/2021/09/17/google-ai-introduces-two-new-families-of-neural-networks-called-efficientnetv2-and-coatnet-for-image-recognition/

29. Scikit learn cheet sheet

blob:https://web.whatsapp.com/0afa5e19-addb-4127-b1fd-d3eed6c76395

30. Big Tech & Their Favourite Deep Learning Techniques

https://analyticsindiamag.com/big-tech-their-favourite-deep-learning-techniques/

31. BMC Medical Informatics and Decision Making

https://bmcmedinformdecismak.biomedcentral.com/articles/10.1186/s12911-016-0256-9