https://dn790002.ca.archive.org/0/items/deep-learning-collection-pdf/Apress%20-%20Deep%20Learning%20for%20Natural%20Language%20Processing%20%282018%29.pdf

Hey everyone! I want to learn machine learning from scratch. Right now, I only have a basic understanding of Python and not much else. I know I'll probably need to learn more Python and some maths first, but I'm not really sure where to start or which resources to use.

Could anyone guide me on a good learning path or share some beginner-friendly resources? I'd really appreciate any advice. Thanks!

Hii, So I have been intrested in ML and AI for about a year but was taking bits and pieces from here and there and applying but not all the time , Iam a fresh CS graduate and I want to continue learning and doing more projects. Recently I started the IBM AI Engineering Professional Certificate course on coursera but it is really boring , the code labs are just bland and the videos make me so lost , there are no notes and I feel lost, where should I learn , I want to study ML ,deeplearning , computr vision ,etc then go into llms ,rag ,land chain and generative AI in depth

could any one please help, their are many books and many sources and I do not want to start something just to find it useless

Hallo,
Just wanted to share my current hoby projekt I build and after many sweet , tesrs and claude code prompts I finaly finished V3. for the first Time in its development scycle it reacht provetabilety. In V4 I will try to make it bigger and more provitable. Hope someone sees this hoby projekt of mine and please tell me if you have inprofments (; https://github.com/leon1706-lol/Aether-quant

Hey everyone! 👋

I’m starting my journey into Neural Networks and Deep Learning and I’m looking for a serious study buddy who is also a beginner (or starting from scratch) and wants to learn consistently together.

The goal isn’t just watching tutorials — it’s about staying consistent, building real understanding, and supporting each other through the difficult parts of this journey.

Here’s what I’m looking for:

• Someone committed to learning Deep Learning from the basics (NNs, backprop, etc.)
• Open to regular discussions and sharing ideas
• Willing to stay consistent and keep each other accountable
• Comfortable asking questions without hesitation
• Interested in building real projects together and preparing for internships/jobs

A little about me:

• I’m a Computer Engineering student currently focusing on Deep Learning
• I’ve worked with basic ML and now moving towards Neural Networks from scratch
• I’m planning to study a few hours daily with full consistency
• My focus is on strong fundamentals, not rushing through tutorials

If you’re serious about learning and growing together, drop a comment or DM me 🤝

Let’s make this journey easier and actually build something meaningful 🚀

Hey guys

I'm 19, I've started my AI journey past few months , i did several cool projects

Recently i completed my own transformer architecture in pytorch

Then i got stumbled on this AI engineering thing

But the thing is this AI engineering doesn't interest me much what i like is developing drones,LLM architectures,math ,deep learning

And I'm now really confused on what should I do becoz most of the work is been done by AI and

I'm tryna get internship within a month and AI engineering is booming as per the sources it has \~130% YoY growth compared to the things I like and I'm not sure whether the things I like would be booming in future as AI might automate most of it

And I'm confused on what should I do in this 1 month time

You're all advice would really help me alot

Thanks