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Roadmap to Become a Data Scientist / Machine Learning Engineer in 2022:
Roadmap to Become a Data Analyst in 2022:
Roadmap to Become a Data Engineer in 2022:
Here's my favourite resources:
Best Courses for Analytics:
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+ IBM Data Science (Python):
+ Google Analytics (R):
+ SQL Basics:
Best Courses for Programming:
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+ Data Science in R:
+ Python for Everybody:
+ Data Structures & Algorithms:
Best Courses for Machine Learning:
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+ Math Prerequisites:
+ Machine Learning:
+ Deep Learning:
+ ML Ops:
Best Courses for Statistics:
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+ Introduction to Statistics:
+ Statistics with Python:
+ Statistics with R:
Best Courses for Big Data:
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+ Google Cloud Data Engineering:
+ AWS Data Science:
+ Big Data Specialization:
More Courses:
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+ Tableau:
+ Excel:
+ Computer Vision:
+ Natural Language Processing:
+ IBM Dev Ops:
+ IBM Full Stack Cloud:
+ Object Oriented Programming (Java):
+ TensorFlow Advanced Techniques:
+ TensorFlow Data and Deployment:
+ Generative Adversarial Networks / GANs (PyTorch):
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Full Disclosure:
Please note that I may earn a commission for purchases made at the above sites! I strongly believe in the material provided; I only recommend what I truly think is great. If you do choose to make purchases through these links; thank you for supporting the channel, it helps me make more free content like this!