Technical Skills

Programming Languages

• Python
• R
• Bash
• Matlab

Machine Learning Frameworks

• PyTorch
• TensorFlow
• LightningAI
• Keras
• JAX

Reproducible & Scalable Workflows

• GitHub
• Docker
• Weights & Biases
• TensorBoard
• HDF5

Machine Learning Approaches

Dimensionality Reduction

• UMAP
• t-SNE
• PCA
• Variational autoencoder
• Graph embedding

Clustering

• K-means
• Gaussian mixture
• Louvain
• Leiden

Neural Networks

• MLP
• Convolutional neural network
• Graph neural network
• Transformers
• Recurrent neural network
• Adversarial network
• NLP

Bayesian Statistics

• Markov chain Monte Carlo
• PyMC
• Parallel tempering