Master the Python data engineering ecosystem.
These 30 YouTube resources cover six essential libraries for cleaning, processing, scaling, storing, and transporting data.
PANDAS
→ Pandas Fundamentals: https://lnkd.in/eFFSh6sq → Complete Pandas Tutorial: https://lnkd.in/ehA8ASWz → Pandas Data Processing: https://lnkd.in/eV6kTENt → Pandas Data Cleaning: https://lnkd.in/eCxbNSMv → Real-World Data Cleaning with Pandas: https://lnkd.in/eGUGtBPs
PYSPARK
→ PySpark From Zero to Pro: https://lnkd.in/e7jW2jAC → Complete PySpark Tutorial: https://lnkd.in/eA7tSHjA → PySpark for Beginners: https://lnkd.in/es_Jni4V → PySpark Fundamentals and Setup: https://lnkd.in/ekn88Aei → PySpark Structured Streaming: https://lnkd.in/eWv2EigQ
POLARS
→ Polars Crash Course: https://lnkd.in/ecnhxUJY → Getting Started with Python Polars: https://lnkd.in/ezSYZpQ8 → Introduction to Polars: https://lnkd.in/eNbWjrpk → Data Processing with Polars: https://lnkd.in/eEPnNEj4 → Polars vs Pandas for Large Data: https://lnkd.in/exA7PuHX
PYARROW
→ Complete PyArrow Training: https://lnkd.in/ez5pB7Xd → Parquet and PyArrow Data Pipelines: https://lnkd.in/eY-_sYtZ → Apache Arrow for Python Programmers: https://lnkd.in/eH4UaKbf → Apache Arrow Flight and Data Transport: https://lnkd.in/eiTUBVzF → Apache Arrow for Modern Data Systems: https://lnkd.in/eqk5KNyn
DASK
→ Introduction to Dask: https://lnkd.in/ect-Bwu6 → Dask DataFrame Fundamentals: https://lnkd.in/eePdptMB → Scaling Python Workloads with Dask: https://lnkd.in/eTpBGpbA → Complete Dask Video Tutorial: https://lnkd.in/eKcDE4CZ → Parallel and Distributed Computing with Dask: https://lnkd.in/ekmz3QpK
SQLALCHEMY
→ SQLAlchemy Crash Course: https://lnkd.in/en2hRXx7 → SQLAlchemy 2.0 Tutorial: https://lnkd.in/eCPKe5HS → SQLAlchemy ORM Fundamentals: https://lnkd.in/e4U9HuZg → Python Database Integration: https://lnkd.in/eQN-fWxH → Database Setup with SQLAlchemy: https://lnkd.in/eftaRn9F
Start with Pandas and SQLAlchemy. Add PySpark or Dask as workloads grow, Polars when speed matters, and PyArrow for efficient columnar pipelines.