Code snippets

I keep a collection of useful code snippets in

• Python data science cheat sheet: Input/Output, Merge/join, Merge/join, Dates, Missing data, Manipulations, Method chaining, Iterate rows, Concat vs append, Parallel data structures, Jupyter notebooks, Jupyter code snippets, Testing
• Python regular cheat sheet: Primitive datatypes and operators, Strings, Lists, Tuples, Dictionary, Sets, Control flow, Exceptions, Functions, Classes, Modules, Generators, Decorators, Files
• R cheat sheet: gist link
• Other: Unix, Docker, Git

AI

• Course notes: Fast.ai DL course (notebooks, notes), Fast.ai ML course (notebooks, notes),</p>

  Andrew NG DL course (drawings), Andrew NG ML course, Sebastian Raschka, Data science book

  Jupyter use cases

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• Deep learning: History, Conv layer, Convs explained, Autoencoder, Reinforcement learning
• NLP: NER, word embeddings,
• Reinforcement learning: Reinforcement learning,
• Collection of DS articles: link: ML, math, bias paradox fallacies, cv,
• Kaggle: Competitions notes, Participated competitions

Statistics

• Notes

Biomedical Science

• AI in drug discovery: link
• AI4Medicine: link
• Medicinal chemistry: pre-regulatory medicine, protein structure, pharmacokinetics, enzymes, receptors, metabolism, lead optimization, admet, admet assays explained, lipophilicity, pka, solubility, permeability, metabolic stability
• Biology: miRNA, Sequencing
• Clinical trials: Design and interpretation of clinical trials (Coursera) Clinical trial notes
• Epidemiology: Fighting COVID-19 with epidemiology
• Organic chemistry course (khan academy): Structure and bonding, Electronegativity, Alkanes cycloalkanes and functional-groups, Functional groups, Stereochemistry,
• Organic chemistry: link
</ul>

Other

• Krav maga
• Facts: Climate change, Vaccines, Nutrition, GMO
• Books: Brain rules for baby, No drama discipline, Thinking fast and slow, Factfullness

Big data

• Best practices: HBase, Kafka
• Hadoop security