Technical Skills

Programming Languages

• Python
• R
• Bash
• MATLAB
• SQL
• Java
• HTML

Deep Learning

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

Data Science

• NumPy
• SciPy
• pandas
• scikit-learn
• NetworkX
• GeoPandas
• shapely
• contextily

Statistical Modeling

• statsmodels
• R Stats
• pyABC
• pyMC
• lifelines

Data Visualization

• matplotlib
• seaborn
• ggplot2
• Plotly
• Bokeh

Workflow Tools

• Git
• GitHub
• Weights & Biases
• TensorBoard
• Conda
• Docker

Modeling Techniques

Deep Neural Networks

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

Learning Strategies

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

Traditional ML

• Regression
• GAM
• GLM
• DBSCAN
• SVD
• SVM
• Random Forest
• NMF
• Hierarchical Clustering

Probabilistic Methods

• Stochastic Simulation
• Markov Chain Monte Carlo
• Bayesian Inference