Master Math by Coding in Python

You should try this course:

https://www.udemy.com/course/math-with-python/

It is a great resource.

I will recommend you a course: https://www.udemy.com/course/math-with-python/

This course will actually help you, not only by relating math concepts with python code, but will actually give the chance to apply it and create a better intuition. You will still need to deep dive in the math, the concepts are only taught in a superficial manner, but this will give you the chance to retain and apply the math you learned from KA.

Also, give it a check to Professor Leonard's channel in Youtube. His explanations are also very good.

Dont listen to the people who says go cs degree instead. I dropped my Cs degree in order to study game development. I am a game programmer now and i am super happy and in the end. People are just love to give ideas about other people's decisions without knowing. People who says go study CS degree actually studying cs degree and developing games and wants you to do the same. In fact as i study game development i can study c++ or take linear algebra with engineers in my free time but i cant do it otherwise. And in local jams cs degree guys generally have shittier and more basic games comparing to a good game dev student. Stay on the line which you want to be to your line.

Note: I studied IT, and then tried CS and dropped to study game dev but couldnt find eligible school so i studied Robotics in a very very good university(a lot math and physics and even chemistry- biology) When i found a good game dev school so i dropped again for it. You can learn programming better at home if you work hard and steady. The key factor is more like steady than hard, as for the math and stuff you can skip biology,chemistry and full focus to math you need. And there are actually pretty darn good courses in Udemy for it. Like math with phyton . https://www.udemy.com/course/math-with-python/learn/lecture/16210294#questions

or https://www.udemy.com/course/linear_algebra/

or couple of good books these options are far better than university math teachers believe me i am the guy who been in a lot of university lol. The uni teachers actually pushes you to study so you dont fail, if you can push yourself at home on your own even tho you dont fail if you dont push. THE SUCCESS becomes your the best friend.

This course is very good, you'll get basic programming skills and you'll learn some good old maths (calculus, linear algebra...) -> https://www.udemy.com/course/math-with-python/

I took it and can only recommend it ! (only 15 bucks)

Like I said in my prev comment, try and find a resource in python where you primarily code up the algebra. It will save you a lot of time and effort, for ML you mostly need intuitions and not proofs.

These two resources on Udemy are golden, the prof is really good:

https://www.udemy.com/course/math-with-python/

https://www.udemy.com/course/linear-algebra-theory-and-implementation/

After you've finished these two you could go into a bit of statistics and then traditional machine learning, finally you should go for deep learning.

Try and do a 50/50 split of theory and practice as well. When I was doing my masters in AI I focused too much on passing my courses (= theory) and not enough on implementation. Don't do the inverse either and code-up everything without understanding anything :)

https://www.youtube.com/watch?v=VchuKL44s6E&ab_channel=TechWithTim - watch this video for an overview of a TON of useful Python concepts. This will form your foundation.

https://www.udemy.com/course/math-with-python/ - I've personally been using this course to learn. It's paid, but it's really helpful and walks through coding for various topics (calculus, linear algebra, complex numbers as you advance, but also arithmetic, graphing etc.)

Numpy, Matlab on Python, Sympy are some libraries you can look into for Python. I'd start with Sympy (you can do algebra on this) and Matlab (you can plot functions on this).

Lastly, https://projecteuler.net/ is a beautiful and popular website with TONS of math problems that you can solve through Python. If you get the right answer, you can see others' answers for ideas too.

You can also find some books on learning math with Python online. Also, if you have any questions, feel free to DM me!