— — (Links on this page give me a small commission on purchases made – thanks for the support!)
Roadmap to become a Data Scientist / Machine Learning Engineer in 2022: https://youtu.be/lHKlCqx94OY

Roadmap to becoming a data analyst in 2022: https://youtu.be/024KMhTKlVs

Roadmap to becoming a Data Engineer in 2022: https://youtu.be/ztGB-__Yg7w

These are my favorite resources:

Best Courses for Analytics:
—————————————— —– —————————————- —–
IBM Data Science (Python): https://bit.ly/3Rn00ZA
Google Analytics (R): https://bit.ly/3cPikLQ
SQL Basics: https://bit.ly/3Bd9nFu

Best Programming Courses:
—————————————— —– —————————————- —–
Data science in R: https://bit.ly/3RhvfFp
Python for everyone: https://bit.ly/3ARQ1Ei
Data structures and algorithms: https://bit.ly/3CYR6wR

Best Machine Learning Courses:
—————————————— —– —————————————- —–
Math requirements: https://bit.ly/3ASUtTi
Machine learning: https://bit.ly/3d1QATT
Deep learning: https://bit.ly/3KPfint
ML Ops: https://bit.ly/3AWRrxE

Best Statistics Courses:
—————————————— —– —————————————- —–
Introduction to Statistics: https://bit.ly/3QkEgvM
Statistics with Python: https://bit.ly/3BfwejF
Statistics with R: https://bit.ly/3QkicBJ

Best Courses for Big Data:
—————————————— —– —————————————- —–
Google Cloud Data Engineering: https://bit.ly/3RjHJw6
AWS Data Science: https://bit.ly/3TKnoBS
Specialization Big Data: https://bit.ly/3ANqSut

More courses:
—————————————— —– —————————————- —–
Table: https://bit.ly/3q966AN
Excel: https://bit.ly/3RBxind

Computer vision: https://bit.ly/3esxVS5
Natural Language Processing: https://bit.ly/3edXAgW

IBM Dev Ops: https://bit.ly/3RlVKt2
IBM Full-Stack Cloud: https://bit.ly/3x0pOm6
Object-oriented programming (Java): https://bit.ly/3Bfjn0K

TensorFlow advanced techniques: https://bit.ly/3BePQV2
TensorFlow details and implementation: https://bit.ly/3BbC5Xb
Generative Adversarial Networks / GANs (PyTorch): https://bit.ly/3RHQiRj

Join the channel! https://bit.ly/3oOMrVH
Follow me on LinkedIn! https://www.linkedin.com/in/greghogg/

Please take the opportunity to connect and share this video with your friends and family if you find it helpful.