Learn Python, R & SQL Programming, Bioinformatics, Genomics & Omics/Multiomics, Advanced Genetics, Biotechnology, Bash Scripting, Biostatistics, Statistics and Probability, Machine Learning, Artificial Intelligence, Large Language Models, LangChain, ChatGPT/ChatGPT Plus (4), etc
@everyone, we carefully compiled these materials for those who willl be starting their studies soon, you can also find them useful for self-studying.
(1) Python, R & SQL Programming, AI - ML/DL (a) From Blogs such as W3Schools, Machine Learning Mastery, Towards Data Science, Kaggle, Coursera, Analytics Vidhya, Leetcode, Khan Academy, Skikit learn, DataCamp, GeekforGeeks,
Educative.io, GitHub repositories, Simplilearn, Edureka,
mit.edu.courses, ETH Python Course, Symposium materials from GT,
dev.to courses,
developers.google,
byjusfutureschools.edu, Real Python,
c-sharpcorner.com, etc -
https://docs.google.com/document/d/1--9XgjuOv9ZhDfuGDpUzE1e04JCTtrijSHgMnZ7MI9Y/edit
(b) BioPython - For Projects
http://biopython.org/DIST/docs/tutorial/Tutorial.html
(c) Deep Learning
https://dl.ebooksworld.ir/books/Deep.Learning.for.Coders.with.fastai.and.PyTorch.Howard.Gugger.OReilly.9781492045526.EBooksWorld.ir.pdf
(d) Computational Genomics with R
https://compgenomr.github.io/book/
(e) SQL
https://www.sqlbot.co/ https://www.w3schools.com/sql/
https://www.kaggle.com/learn/intro-to-sql
https://www.kaggle.com/learn/advanced-sql
https://www.kaggle.com/code/dimarudov/data-analysis-using-sql
(2) Maths of Machine Learning By
deeplearning.ai https://www.deeplearning.ai/courses/mathematics-for-machine-learning-and-data-science-specialization/
(b) ChatGPT for Education and Research Chat GPT 4 - ChatGPT Free Download AI ChatBot: Smart Assistant and enjoy it on your iOS. Simplify your life with a smart assistant chatgpt. The only difference between the two chatbots is the number of parameters used in their architecture. ChatGPT uses the transformer model with 12 layers and 117 million parameters. However, ChatGPT Plus is powered by a 24-layer transformer model with 1.5 billion parameters.
https://medium.com/@ind/chatgpt-vs-chatgpt-plus-a-comparison-e8b233165def
https://www.producthunt.com/stories/is-chatgpt-plus-worth-it-chatgpt-paid-vs-free
https://drasmajabeen.com/chatgpt-for-scientific-research-paper-writing/
(c) Researchers Discover a More Flexible Approach to Machine Learning:
https://www.quantamagazine.org/researchers-discover-a-more-flexible-approach-to-machine-learning-20230207/
(d) LangChain AI in Python
https://python.langchain.com/docs/use_cases/code_understanding
https://pypi.org/project/langchain/
(e) Chain-of-thought (CoT) AI ThoughtSource: A central hub for large language model reasoning data - A Nature paper:
https://www.nature.com/articles/s41597-023-02433-3
(3) Shomu's Biology - Any topic in Biology, e.g:
(a) Advanced Genetics - Lecture Part 1-13 -
https://m.youtube.com/watch?v=3eKZ3ffUA2Y&t=5s Quantitative Genetics Problems - part 1-13
(b) Biostatistics Part 1-14 -
https://m.youtube.com/watch?v=Ip7NDs1oDOo
(c) Population Genetics Part 1-20 -
https://m.youtube.com/watch?v=L7rpgdOsq_s Population Genetics problems and maths problems in population genetics part 1 to Chapter 8 problems -
https://m.youtube.com/watch?v=fNZ9wBb3Opw
(d) Ecology Part 1-19 -
https://m.youtube.com/watch?v=mQ16jszjyFo
(e) Epidemiology
https://m.youtube.com/watch?v=sB4EBtPPDdw
(f) Bioinformatics and Practical Bioinformatics - 42 videos in total Part 1-17 with practical bioinformatics aspects 1-23 -
https://m.youtube.com/watch?v=w-uk-_TOgR0&list=PLb0WW0k29aHrF8aZzK17ORTesZsd-lING&index=1&pp=iAQB
(g) Data Analysis in Medicine and Health Using R
https://lnkd.in/dRg6jFu5
Other Bioinformatics Resources
BabrahamBioinf videos:
https://www.youtube.com/watch?v=mQ2KbMOJOXU
NCBI:
https://www.youtube.com/watch?v=QIZ8QH6JcC8
EMBL:
https://www.youtube.com/playlist?list=PL67E0627174F36FCF
Bioinformatics WorkBook:
https://bioinformaticsworkbook.org/list.html#gsc.tab=0