It would be really great if someone could point me some resources, tips, "must know" things about AI development with Python (machine learning, neural networks, ai+data science etc).
Im a self taught developer (i'm used to self-taught learning). I have a good theoretical background, years of experience as full stack developer, also have been working as a front end developer for the past 3 years. Now i want to learn AI with Python BUT...
Guess im not going well in separate the good, the bad, and the ugly in this field, i feel im still needing some directions. Most of the contents i have seen tell me more about how python is good to AI and less about how and why. Sometimes the resources shows things like "oh look, an entire AI with just 50 lines of code! here we do this and that and voilà", sometimes its a really good text/video/class but makes me see i have a lot of knowledge lacks to fill in this field... So i would like to start from the really beginning, and would be great to have tips on:
Good books about neuroscience and the human brain. But im not wanting to understand any medical or biological aspect of the brain in depth, only its neurological higher level logics, (struggling to find some)
Good philosophical books about the AI and AI development (thats would be a plus).
Mathematical content related to AI, the basics and foundations
A road map would be GREAT (or something like) to follow in order to really achieve a practical capacity with Python and AI`s. Sorry if im asking to much S:
Those points are just an ideia, i dont know if its a right order or the right contents to know, so any direction will be really welcome.
Sorry if i may sound dumb or annoying, when you're researching alone, all those dense contents keep even more mixed and confuse; then we have data science, neural networks, machine learning (where do i start?), algorithms, math theory, neurological logics and flows, etc
So it is, any hint, tip, resource, book, classes are really really welcome, Thanks in advance!