Technical Skills

Programming Languages

• Python
• R
• Bash
• MATLAB
• SQL

Deep Learning Frameworks

• PyTorch
• Lightning
• PyTorch Geometric
• TensorFlow
• Keras
• JAX

Scientific & Statistical Modeling

• NumPy
• SciPy
• pandas
• scikit-learn
• NetworkX
• statsmodels

Data visualization

• matplotlib
• seaborn
• Plotly
• ggplot2

Workflow Tools

• GitHub
• Docker
• Weights & Biases
• TensorBoard

Modeling Techniques

Deep neural networks

• CNN
• VAE
• GNN
• MLP
• Transformer
• RNN
• LLM

Learning Strategies

• Supervised
• Transfer
• Self-supervised
• Unsupervised
• Contrastive
• RAG

Traditional ML Methods

• GAM
• GLM
• SVM
• Random Forest
• NMF
• Hierarchical Clustering

Probabilistic Methods

• Stochastic Simulation
• Markov Chain Monte Carlo
• Bayesian Inference