teaching_resources

Teaching resources for data science, machine learning, complex systems, computer science, biology, bioinformatics and computational biology.

• Teaching resources

  • https://sites.google.com/site/neelsoumya/teaching

• Data science resources

  • https://sites.google.com/site/neelsoumya/research-resources/tools-for-data-scientists

• Machine learning resources

  • https://sites.google.com/site/neelsoumya/research-resources/machine-learning

  • https://github.com/neelsoumya/butterfly_detector

  • https://github.com/neelsoumya/intro-machine-learning

  • https://github.com/neelsoumya/visualization_lecture

  • https://github.com/neelsoumya/public_supervised_machine_learning

  • https://github.com/neelsoumya/practical_supervised_machine_learning

• Basic statistics and prerequisities

  • https://sites.google.com/site/neelsoumya/research-resources/basic-statistics

  • https://github.com/neelsoumya/basic_statistics

• Basic mathematics

  • https://github.com/neelsoumya/mathematics

• Demo teaching lecture

  • A lecture on fault tolerant distributed computing

    • https://youtu.be/omxbpel-b64

  • A lecture on a fundamental concept in machine learning (bias variance tradeoff)

    • https://www.youtube.com/watch?v=4_la9-Ehvmo

• Mathematical modelling

  • https://github.com/neelsoumya/mathematical_models

• Programming resources for teaching programming languages

  • https://github.com/neelsoumya/programming_resources

• Compilers and theory of types

  • https://en.wikipedia.org/wiki/Principles_of_Compiler_Design

  • https://www.cis.upenn.edu/~bcpierce/tapl/

• Algorithms

  • Cormen book on algorithms

  • https://web.ist.utl.pt/~fabio.ferreira/material/asa/clrs.pdf

• Theory of computation

  • https://www.youtube.com/watch?v=EwSYnIX2EF8&list=PLa8f1-ESrfVqh1K3qVxU5n4QZp7koYKcM&index=1

• Immunology

  • https://sites.google.com/site/neelsoumya/immunology-resources

• Bioinformatics

  • https://sites.google.com/site/neelsoumya/research-resources/bioinformatics

  • https://github.com/neelsoumya/bioinformatics_resources

• Basics of biology

  • https://github.com/neelsoumya/biology_basics

• Complex systems resources

  • https://sites.google.com/site/neelsoumya/teaching

• Communications skills

  • https://www.youtube.com/watch?v=Unzc731iCUY

• Resources for teaching compiled in an Open Science Foundation (OSF) project

  • https://osf.io/25gnz/

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