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 Machine Learning

Probabilistic Graphical Model
Canonical Correlation Analysis (CCA)
Complex number for biologist
Fourier transform for biologist
Markov Chain Mento Carlo (MCMC)
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 Machine Learning with Graphs

Graph: Augmentation
Graph: Train, valid, and test dataset split for link prediction
Graph: Mini-batch sampling in large-scale graphs
Graph: Implement a MessagePassing layer in Pytorch Geometric
Graph: Concepts
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 Coding

Rust: Advanced Trait
C++ Notes: CUDA
C++ Notes: Concurrency
Pointer in UnSafe Swift
Swift Cheat Sheet
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 Make bioinfo uncool again

Convert Seurat to Scanpy h5ad
Deploy IGV webapp on linux server
Deploy snakemake pipeline on HPC
GATK for inbred mouse
Cheatsheet for command line
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 Algorithm and data structure

Dijkstra
Prim
Graph
Priority Queque
Binary tree
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 Statistic

Bayesian Data Analysis: Basics
ANOVA
Survival Analysis
Power, Effect size, Sample size
Quantile normalization
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 Nature Language Processing

RoPE: Rotary Positional Embeddings
SwiGLU
NLP: Word2Vec
NLP: Parse trees
NLP: RNN and Transformers
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