Resources

YouTube

Category	Title
Data Science	Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow – (2019, Aurelien Geron)
Data Science	The Hundred-Page Machine Learning Book – (2019, Andriy Burkov)
Data Science Theory	Probabilistic Machine Learning: An Introduction – (2022, Kevin Murphy)
Data Science	Approaching (Almost) Any Machine Learning Problem – (2020, Abhishek Thakur)
Visualization	Storytelling with Data – (2015, Cole Nussbaumer Knaflic)
Statistics	Naked Statistics: Stripping the Dread from the Data – (2014, Charles Wheelan)
Data Science	The Master Algorithm: How the Quest for the Ultimate Learning Machine will Remake

Category	Title
Data Science	https://paperswithcode.com

Category	Name	Description
Relational Databases	nocodb	Spreadsheet interface for databases.
Relational Databases	data-diff	Detect differences in values between any two database tables.
ETL	airbyte	Syncs data from APIs & databases to data warehouses and lakes.
ETL	dbt	Testing and deployment of the data transformation process in any database.
ETL	airflow	Schedule and orchestrate data pipelines or workflows.
Dashboards	streamlit	Create and share beautiful, custom web apps for machine learning and data science.
Postgres	pg_cron	Cronjobs directly from Postgres.
Dashboards	supersets	A modern, enterprise-ready business intelligence web application.
ETL Pipeline	mage_ai	One solution for Extract, Transform, Load.
Dashboards	metabase	SQL based business intelligence web application.
Hyperparameter Optimization	optuna	Hyperparameter optimization.