Technical skills
● programming languages: python, r, c++, javascript
● machine learning: tensorflow, pytorch, scikit-learn, keras, xgboost, lightgbm
● deep learning: cnn, rnn, lstm, gans, transformers, attention models
● data processing: numpy, pandas, dask, spark, hadoop
● data visualization: matplotlib, seaborn, plotly, tableau
● devops and tools: docker, kubernetes, jenkins, aws, gcp, azure, git
● other: natural language processing (nlp), computer vision, reinforcement learning, html, css
soft skills
● problem-solving and analytical thinking
● team collaboration and communication
● strong attention to detail
● time management and multitasking