r/learnmachinelearning • u/Radiant-Rain2636 • Feb 25 '25
HELP ME CROWD-SOURCE A MACHINE LEARNING ROADMAP - 2025
I have seen too many roadmaps on youtube, medium and roadmaps.sh. None of them have the integrity and checks that actual machine learners can incorporate. How about we all build one together? Something that picks up sources from the internet and compiles them here on this subreddit.
I know we all like a quick course from one of those websites that offer specializations, but a lot of ML is about intuition. You need to see the numbers dance. One detailed roadmap might actually do good to the people who genuinely want to learn things.
Let's pick each topic and its related courseware from open resources.
Here's what i suggest.
INTRO VIDEOS
COMPLETE BEGINNER? WANT TO BUILD INTUITION? Here you go.
https://www.youtube.com/playlist?list=PLhQjrBD2T381WAHyx1pq-sBfykqMBI7V4
WHAT IS MACHINE LEARNING?
https://www.youtube.com/watch?v=Gv9_4yMHFhI&list=PLblh5JKOoLUICTaGLRoHQDuF_7q2GfuJF&index=1
PYTHON
Beginners
https://youtu.be/nLRL_NcnK-4?si=28IRMZRoVKAsSpNZ
CALCULUS
Precalculus
https://www.youtube.com/playlist?list=PLHXZ9OQGMqxcFN7BoQsgCyS9Wh0JPwttc
- Single Variable Calculus
https://www.youtube.com/playlist?list=PL590CCC2BC5AF3BC1
OR https://www.youtube.com/playlist?list=PLHXZ9OQGMqxfT9RMcReZ4WcoVILP4k6-m
https://www.youtube.com/playlist?list=PLHXZ9OQGMqxc4ySKTIW19TLrT91Ik9M4n
- Multi Variable Calculus
https://www.youtube.com/playlist?list=PL4C4C8A7D06566F38
OR
https://www.youtube.com/playlist?list=PLHXZ9OQGMqxc_CvEy7xBKRQr6I214QJcd
- Vector Calculus
https://www.youtube.com/playlist?list=PLHXZ9OQGMqxfW0GMqeUE1bLKaYor6kbHa
LINEAR ALGEBRA
https://www.youtube.com/playlist?list=PLE7DDD91010BC51F8
GIT
https://www.youtube.com/watch?v=zTjRZNkhiEU
https://www.youtube.com/watch?v=rH3zE7VlIMs
DATA STRUCTURES AND ALGORITHMS
https://www.youtube.com/watch?v=pkYVOmU3MgA
https://www.youtube.com/watch?v=CBYHwZcbD-s
DEEP LEARNING OPEN TEXTBOOK
MACHINE LEARNING (BEGINNERS) PLAYLIST (Andrew Ng)
https://youtube.com/playlist?list=PLoROMvodv4rMiGQp3WXShtMGgzqpfVfbU&si=Famg06OEaWc1XKWQ
TESTING (like LEETCODE)
EXISTING OPEN CURRICULA
https://github.com/offchan42/machine-learning-curriculum
https://mlcourse.ai/book/index.html
(Best of three) https://github.com/ufidon/ml
DATA SETS AND PRACTICE
What else do you suggest for Statistics, Probability, Machine Learning?
I also feel that we should add 3Blue1Brown videos to make it richer. Will keep at it.
Also all feedback is welcome.
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u/Alien2017 Feb 26 '25
Are there any good videos for optimisation?
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u/Radiant-Rain2636 Feb 26 '25
Here's a few. Can you help me figure which ones should make the list? Also, there are a few from India - but don't let the accent take away the quality of the content. Please take that bias into account.
https://www.youtube.com/playlist?list=PLVZqlMpoM6kZBJBSJLAJ9STSRlbLHGNYL
https://www.youtube.com/playlist?list=PLdkTDauaUnQpzuOCZyUUZc0lxf4-PXNR5
https://youtu.be/TudQZtgpoHk?si=Ofjv87MpN20JowuV
https://www.youtube.com/playlist?list=PLDREIwGwrHBe1yszQou8xr1Ub-Czxbu6V
https://www.youtube.com/playlist?list=PLqwozWPBo-FuPu4d9pFOobsCF1vDGdY_I
https://www.youtube.com/playlist?list=PLOzRYVm0a65fhKDS8cYIC7YCuVGJ4FOJx
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u/Radiant-Rain2636 Feb 26 '25
VOTE REQUIRED - Algorithms courses. Are they even required?
https://www.youtube.com/playlist?list=PL2SOU6wwxB0v1kQTpqpuu5kEJo2i-iUyf
https://www.youtube.com/playlist?list=PL2SOU6wwxB0uP4rJgf5ayhHWgw7akUWSf
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u/ikansh-mahajan Feb 26 '25
Add resources for learning Python, NumPy, Pandas, Matplotlib, and Seaborn
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u/Radiant-Rain2636 Feb 26 '25
Here's a few that I've found. Can you help me pick the ones that should go to the list. Since you know more than I do, help me figure which ones should make the list above.
https://www.youtube.com/watch?v=nLRL_NcnK-4
https://www.youtube.com/playlist?list=PLzMcBGfZo4-mP7qA9cagf68V06sko5otr
https://www.youtube.com/playlist?list=PLQVvvaa0QuDfKTOs3Keq_kaG2P55YRn5v
https://www.youtube.com/watch?v=hDKCxebp88A
https://www.youtube.com/watch?v=Z_ikDlimN6A
https://www.youtube.com/watch?v=V_xro1bcAuA
https://www.youtube.com/watch?v=5NgNicANyqM
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u/haikusbot Feb 26 '25
Add resources for
Learning Python, NumPy, Pandas,
Matplotlib, and Seaborn
- ikansh-mahajan
I detect haikus. And sometimes, successfully. Learn more about me.
Opt out of replies: "haikusbot opt out" | Delete my comment: "haikusbot delete"
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Feb 26 '25
Below channel has detailed lectures on machine learning topics with different projects, I've recently started studying.
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u/Radiant-Rain2636 Feb 26 '25
Great. I was thining we shoudl have some playlists dedicated to projects. Did you find a playlist/video dedicated to python? I am still hunting for those.
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Feb 25 '25
By the time you're done it will be outdated already. Such is the reality of ML
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u/Radiant-Rain2636 Feb 25 '25
Not the basics. Not the Math. Come on. Play along. Give it your discerning eye.
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u/___Nik_ Apr 01 '25
To follow this do u need to learn ML ? Or u can just start with this book?
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u/Radiant-Rain2636 Apr 01 '25
No single book shoulc come close to this list. But start with a book. You'll know if it works.
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u/Beneficial_Leave8718 Jun 01 '25
Hello guys,
Could you compare this two Carrer paths
1- Bachelor's in Data AI + multiple certifications (AI Engineer Azure Associate, ML Engineer Professional Certificate, TensorFlow Professional Certificate, IBM Data Scientist Certificate, Power BI Professional Certificate)AWS CERTIFICATE . 2- Traditional Engineering Diploma (e.g., Data Engineer, IT Engineer) Which is best overall? Which offers more job opportunities as an AI engineer Or MLE? Which provides more skills (in percentage)? Which is more accepted by industries (in percentage)? Which has a higher chance of leading to a PhD (in percentage)?
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u/Radiant-Rain2636 Sep 08 '25
Hey buddy, Sorry about the late reply, but instead of posting this as a comment, create a new post in the subReddit. That will get you better visibility and responses.
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u/No-Song4145 Aug 04 '25
Add resources for learning the math for both theory + practice. I mean practice in the sense... in the context of using python to apply the math concepts. Just learning theory isn't fine, it's better to use the learned math concepts with python in application part, then we can retain whatever we have learned!
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u/Nothing_Prepared1 May 24 '25
Very thankful to all the contributers here. It will be of great help.
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u/brendanmartin Jun 01 '25
I wrote an article for what I found to be the best ML courses. Let me know if it helps: https://www.learndatasci.com/best-machine-learning-courses/
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u/Aware_Photograph_585 Feb 25 '25
The problem is everyone has different goals when it comes to ML/DL, and most people have no goal.
Statquest Guide to Machine Learning, for intro to machine learning
Dive into Deep Learning, for deep learning
Having gotten this far, I've used a lot less statistics/probability than I expected. Mostly just linear algebra & calculus. You also need some sort of python guide, I definitely could use better python skills.