#371 · Primary category: Education & Research
AlphaTree-graphic-deep-neural-network
AI Roadmap:机器学习(Machine Learning)、深度学习(Deep Learning)、对抗神经网络(GAN),图神经网络(GNN),NLP,大数据相关的发展路书(roadmap), 并附海量源码(python,pytorch)带大家消化基本知识点,突破面试,完成从新手到合格工程师的跨越,其中深度学习相关论文附有tensorflow caffe官方源码,应用部分含推荐算法和知识图谱
Project last updated:05/11/26
GitHub Stars
3.0K
Forks
615
Contributors
2
License
Other
Why we included this project
Deep learning moves fast, and keeping up with the papers alone can feel like a full-time job. AlphaTree is a visual roadmap that maps machine learning, deep learning, GANs, graph neural networks, NLP, and big-data topics, pairing each idea with diagrams and runnable Python and PyTorch examples so you can go from theory to working code. The classic deep-learning papers include links to the original TensorFlow or Caffe implementations, which helps when you want to see how a model was actually built rather than just read about it. There is also material aimed at interview preparation and hands-on engineering work, not only academic study. For self-directed learners or a team onboarding newcomers, it works best as a curated study path through the fundamentals rather than software you deploy.
Articles for this project
No articles for this project yet.
To suggest a topic or contribute an article, contact us.
Related projects in this category
prompts.chat
f.k.a. Awesome ChatGPT Prompts. Share, discover, and collect prompts from the community. Free and open source — self-host for your organization with complete privacy.
JavaGuide
Java Interview & Backend General Interview Guide, covering computer fundamentals, databases, distributed systems, high concurrency, system design, and AI application development.
system-prompts-and-models-of-ai-tools
A curated collection of system prompts, internal tools, and AI models from popular AI assistants and coding agents.
30-seconds-of-code
Coding articles to level up your development skills
generative-ai-for-beginners
21 Lessons, Get Started Building with Generative AI