The Ultimate AI/ML Roadmap For Beginners
Machine learning engineer vs data scientist: https://www.youtube.com/watch?v=NmC0VfeYUog&t=276s
Difference between data roles: https://www.youtube.com/watch?v=dUnKYhripIE&t=51s
💌 Weekly machine learning tips & FREE resume template → https://newsletter.egorhowell.com
MY STUFF:
🎯 1:1 Coaching / Mentoring → https://topmate.io/egorhowell/1203300
👨💻 How I up skill in machine learning → https://datacamp.pxf.io/egorhowell
💻 Break into FAANG → https://links.zerotomastery.io/egor-MCIFAANG
CONNECT WITH ME:
Blog -- https://medium.com/@egorhowell
Instagram -- https://www.instagram.com/egorhowell
LinkedIn -- https://www.linkedin.com/in/egorhowell
RESOURCES:
Practical Statistics for Data Science - https://amzn.to/4iNYzRF
Mathematics for Machine Learning - https://amzn.to/4chA2SA
Essence of Linear Algebra - https://www.youtube.com/watch?v=fNk_zzaMoSs
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/python-for-everybody/
Machine Learning with Python and Scikit-Learn - https://www.youtube.com/watch?v=hDKCxebp88A
Neetcode - https://neetcode.io/courses
Leetcode - https://leetcode.com/
Hackerrank - https://www.hackerrank.com/
Machine Learning Specialisation - https://www.coursera.org/learn/machine-learning
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/specializations/deep-learning
Intro to Large Language Models - https://www.youtube.com/watch?v=zjkBMFhNj_g&t=3065s
Neural Networks: Zero to Hero - https://www.youtube.com/playlist?list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ
RL Course by David Silver - https://www.youtube.com/watch?v=2pWv7GOvuf0&list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ
Practical MLOps - https://amzn.to/4iQRsb0
Designing Machine Learning Systems - https://amzn.to/4i4yM6A
Video transcript: https://towardsdatascience.com/the-ultimate-ai-ml-roadmap-for-beginners/
TIMESTAMPS:
0:00 Intro
0:24 Why work in AI/ML?
2:33 Maths
4:40 Python
6:13 Data structures and algorithms
7:00 Machine learning
9:30 AI and deep learning
12:32 MLOps
DISCLAIMERS & DISCLOSURES
This content is for educational and entertainment purposes only and should not be considered as professional advice. Views and opinions are my own and do not represent or reflect the opinions of my current or past employer or any organisations I am associated with.
This description contains affiliate links that allow you to find the items mentioned in this video and support the channel at no cost to you. Thank you for your support!
Видео The Ultimate AI/ML Roadmap For Beginners канала Egor Howell
learn to code, data science, data science for beginners, what is data science, learn fast, machine learning, AI, learn machine learning, learn data science, learn AI, good at data science, software engineer, learn software engineering, learn coding, learn python, become a data scientist, science, statistics, maths, artificial intelligence, learn ai, neural networks, study maths, study data science, study machine learning, how to study data science
Difference between data roles: https://www.youtube.com/watch?v=dUnKYhripIE&t=51s
💌 Weekly machine learning tips & FREE resume template → https://newsletter.egorhowell.com
MY STUFF:
🎯 1:1 Coaching / Mentoring → https://topmate.io/egorhowell/1203300
👨💻 How I up skill in machine learning → https://datacamp.pxf.io/egorhowell
💻 Break into FAANG → https://links.zerotomastery.io/egor-MCIFAANG
CONNECT WITH ME:
Blog -- https://medium.com/@egorhowell
Instagram -- https://www.instagram.com/egorhowell
LinkedIn -- https://www.linkedin.com/in/egorhowell
RESOURCES:
Practical Statistics for Data Science - https://amzn.to/4iNYzRF
Mathematics for Machine Learning - https://amzn.to/4chA2SA
Essence of Linear Algebra - https://www.youtube.com/watch?v=fNk_zzaMoSs
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/python-for-everybody/
Machine Learning with Python and Scikit-Learn - https://www.youtube.com/watch?v=hDKCxebp88A
Neetcode - https://neetcode.io/courses
Leetcode - https://leetcode.com/
Hackerrank - https://www.hackerrank.com/
Machine Learning Specialisation - https://www.coursera.org/learn/machine-learning
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/specializations/deep-learning
Intro to Large Language Models - https://www.youtube.com/watch?v=zjkBMFhNj_g&t=3065s
Neural Networks: Zero to Hero - https://www.youtube.com/playlist?list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ
RL Course by David Silver - https://www.youtube.com/watch?v=2pWv7GOvuf0&list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ
Practical MLOps - https://amzn.to/4iQRsb0
Designing Machine Learning Systems - https://amzn.to/4i4yM6A
Video transcript: https://towardsdatascience.com/the-ultimate-ai-ml-roadmap-for-beginners/
TIMESTAMPS:
0:00 Intro
0:24 Why work in AI/ML?
2:33 Maths
4:40 Python
6:13 Data structures and algorithms
7:00 Machine learning
9:30 AI and deep learning
12:32 MLOps
DISCLAIMERS & DISCLOSURES
This content is for educational and entertainment purposes only and should not be considered as professional advice. Views and opinions are my own and do not represent or reflect the opinions of my current or past employer or any organisations I am associated with.
This description contains affiliate links that allow you to find the items mentioned in this video and support the channel at no cost to you. Thank you for your support!
Видео The Ultimate AI/ML Roadmap For Beginners канала Egor Howell
learn to code, data science, data science for beginners, what is data science, learn fast, machine learning, AI, learn machine learning, learn data science, learn AI, good at data science, software engineer, learn software engineering, learn coding, learn python, become a data scientist, science, statistics, maths, artificial intelligence, learn ai, neural networks, study maths, study data science, study machine learning, how to study data science
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31 марта 2025 г. 2:00:14
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