Languages and Related
Python, R, C++
Linux/Unix, Git
SQL, LaTeX, Markdown
RMarkdown, Quarto
Libraries
Python libraries: scikit-learn, keras, pandas, numpy, tensorflow, statsmodels, cython, etc.
R libraries: tidyverse (ggplot2, tidyr, recipes, tinymodels, etc.), caret, data.table, Shiny, batchtools, Rcpp, RcppArmadillo, cpp11, etc.
C++ libraries: Eigen, Armadillo, etc.
Integrated development environments
- VS code, R Studio.
Method-related topics
- Statistics and Machine Learning: nonparametric regression(LASSO, ridge, trend filtering, etc.), support vector machines, XGBoost, random forests, etc.
- Deep Learning: recurrent neural networks (RNNs), convolutional neural networks (CNNs), generative adversarial networks (GANs), etc.
Topic-specific Certificates
Neural Network and Deep Learning Certificate
SQL for Data Scientist Certificate
Quantitative Research Job Simulation Certificate
Other Certificates
- ACE Certified Personal Trainer Certificate