The Ultimate AI/ML Roadmap For Beginners

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Machine learning engineer vs data scientist:    • Should You Be a Data Scientist or Machine ...  

Video transcript: https://medium.com/data-science-colle...

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RESOURCES
Practical Statistics for Data Science - https://amzn.to/4iNYzRF
Mathematics for Machine Learning - https://amzn.to/4chA2SA
Essence of Linear Algebra -    • Vectors | Chapter 1, Essence of linear alg...  
Brilliant - https://brilliant.org/
Khan Academy - https://www.khanacademy.org/
W3Schools - https://www.w3schools.com/python/
Python for Everybody Specialization - https://online.umich.edu/series/pytho...
Machine Learning with Python and Scikit-Learn -    • Machine Learning with Python and Scikit-Le...  
Neetcode - https://neetcode.io/courses
Leetcode - https://leetcode.com/
Hackerrank - https://www.hackerrank.com/
Machine Learning Specialisation - https://www.coursera.org/learn/machin...
The Hundred-Page Machine Learning Book - https://amzn.to/4hQx1JN
Hands-On Machine Learning with Scikit-Learn, Keras, and Tensorflow - https://amzn.to/3XCtpEf
The Elements of Statistical Learning - https://amzn.to/3FKyXWW
Deep Learning Specialization - https://www.coursera.org/specializati...
Intro to Large Language Models -    • [1hr Talk] Intro to Large Language Models  
Neural Networks: Zero to Hero -    • Neural Networks: Zero to Hero  
RL Course by David Silver -    • RL Course by David Silver - Lecture 1: Int...  
Practical MLOps - https://amzn.to/4iQRsb0
Designing Machine Learning Systems - https://amzn.to/4i4yM6A

TIMESTAMPS
0:00 Intro
0:24 Why work in AI/ML?
2:33 Step 1
4:40 Step 2
6:13 Step 3
7:00 Step 4
9:30 Step 5
12:32 Step 6

DISCLAIMERS & DISCLOSURES
This content is for educational and entertainment purposes and does not constitute professional advice. Opinions are my own. Some links are affiliate links that support the channel at no extra cost to you.