TheCulliganMan / data-science-learning-owen

data-science-learning-owen

Learning Path Guides

• https://github.com/data-folks/data-science-learning-path
• https://github.com/myarist/Data-Science-Learning-Path

Data Science Suggested Focus

• XGboost / Catboost
• Sklearn
• pandas
• numpy
• scipy
• SQL

Programming Suggested Focus

• bash / unix shell
• python
• mongodb
• redis
• Postgres SQL
• Snowflake SQL
• pydantic
• fastapi
• docker
• kubernetes
• CI/CD
• Unit Testing (pytest)
• Static testing (mypy, black, flake8)
• git

Instructions

Commands to run training / notebooks are in the Makefile. These commands will spin up a docker-compose orchestration that has a deployable breast cancer diagnosis prediction api.