Llm Fundamentals: 139 curated resources

Curated material on llm fundamentals within foundations.

139 resources · page 2 of 5

• NeuralPDE.jl

  Creator not supplied; see original source.

  SciML NeuralPDE.jl GitHub repo: physics-informed neural network solvers for PDEs in Julia.

  Not applicable (entity) · unknown · unknown resource · en

• OpenAI Spinning Up

  Creator not supplied; see original source.

  OpenAI Spinning Up: educational guide to deep reinforcement learning with algorithm explanations and code.

  Not applicable (entity) · unknown · unknown resource · en

• OpenRLHF

  Creator not supplied; see original source.

  OpenRLHF GitHub repo: Ray and vLLM based framework for RLHF and agentic RL training.

  Not applicable (entity) · unknown · unknown resource · en|zh

• OpenSpiel

  Creator not supplied; see original source.

  DeepMind OpenSpiel GitHub repo: environments and algorithms for reinforcement learning and search in games.

  Not applicable (entity) · unknown · unknown resource · en

• PyTorch Geometric

  Creator not supplied; see original source.

  PyTorch Geometric (PyG) documentation: library for building and training graph neural networks.

  Not applicable (entity) · unknown · unknown resource · en

• Qwen3-VL

  Creator not supplied; see original source.

  QwenLM Qwen3-VL GitHub repo: multimodal large language model series with usage code.

  Not applicable (entity) · unknown · unknown resource · zh

• RecBole

  Creator not supplied; see original source.

  RUCAIBox RecBole GitHub repo: unified library of recommendation algorithms for reproducible comparison.

  Not applicable (entity) · unknown · unknown resource · en

• Recommenders

  Creator not supplied; see original source.

  Recommenders GitHub repo: examples and utilities for building recommendation systems.

  Not applicable (entity) · unknown · unknown resource · en

• SciML Book (MIT 18.337)

  Creator not supplied; see original source.

  SciML Book: lecture notes from MIT 18.337 on parallel computing and scientific machine learning.

  Not applicable (entity) · unknown · unknown resource · en

• slime

  Creator not supplied; see original source.

  THUDM slime GitHub repo: Megatron and SGLang based framework for RL post-training at scale, used for GLM.

  Not applicable (entity) · unknown · unknown resource · en

• Solver-in-the-Loop

  Creator not supplied; see original source.

  TUM Solver-in-the-Loop GitHub repo: learning from differentiable physics to correct iterative PDE solvers.

  Not applicable (entity) · unknown · unknown resource · en

• TabPFN (Prior Labs, Freiburg)

  Creator not supplied; see original source.

  Prior Labs TabPFN GitHub repo: foundation model for tabular classification and regression.

  Not applicable (entity) · unknown · unknown resource · en

• THUDM (Tsinghua KEG) GitHub

  Creator not supplied; see original source.

  THUDM GitHub organisation (Tsinghua KEG and Zhipu): code for ChatGLM, GLM-4, CogVLM, CogVideoX and AgentBench.

  Not applicable (entity) · unknown · unknown resource · en

• google-research/timesfm

  Creator not supplied; see original source.

  Google Research TimesFM GitHub repo: pretrained time-series foundation model for forecasting.

  Not applicable (entity) · unknown · unknown resource · en

• pytorch-image-models (timm)

  Creator not supplied; see original source.

  Hugging Face timm GitHub repo: PyTorch image models, encoders and training scripts.

  Not applicable (entity) · unknown · unknown resource · en

• Ultralytics YOLO

  Creator not supplied; see original source.

  Ultralytics GitHub repo: YOLO models for object detection, segmentation and pose estimation.

  Not applicable (entity) · unknown · unknown resource · en

• verl

  Creator not supplied; see original source.

  verl GitHub repo (originally ByteDance): RL post-training framework used for RLVR.

  Not applicable (entity) · unknown · unknown resource · en|zh

• verl / HybridFlow

  Creator not supplied; see original source.

  verl GitHub repo: HybridFlow framework for distributed RL post-training of LLMs.

  Not applicable (entity) · unknown · unknown resource · zh

• VinAI

  Creator not supplied; see original source.

  VinAI site: Vietnamese company doing AI research and building applied AI products.

  Not applicable (entity) · unknown · unknown resource · en

• WGA: AI provisions of the 2023 MBA

  Creator not supplied; see original source.

  WGA page on artificial intelligence provisions in the 2023 Minimum Basic Agreement.

  Not applicable (entity) · unknown · unknown resource · en

• X recommendation algorithm

  Creator not supplied; see original source.

  twitter the-algorithm GitHub repo: source code of the X recommendation algorithm services.

  Not applicable (entity) · unknown · unknown resource · en

• XGBoost Documentation

  Creator not supplied; see original source.

  XGBoost documentation: distributed gradient boosting library, a standard non-neural baseline for tabular data.

  Not applicable (entity) · unknown · unknown resource · en

• 3Blue1Brown Neural Networks

  Creator not supplied; see original source.

  3Blue1Brown neural networks series: visual video lessons explaining neural networks, backpropagation and transformers.

  Beginner · unknown · unknown resource · en

• An Introduction to Statistical Learning

  Creator not supplied; see original source.

  Author site for An Introduction to Statistical Learning, with free PDF and labs in R and Python.

  Beginner · unknown · unknown resource · en

• Deep Learning School (DLS) МФТИ

  Creator not supplied; see original source.

  Deep Learning School from MIPT: free Russian-language online course on computer vision, NLP, LLMs and generative models.

  Beginner–Intermediate · unknown · unknown resource · ru

• fast.ai Practical Deep Learning

  Creator not supplied; see original source.

  fast.ai Practical Deep Learning for Coders: free course teaching deep learning through code-first notebooks.

  Beginner · unknown · unknown resource · en

• HF Deep RL Course

  Creator not supplied; see original source.

  Hugging Face Deep Reinforcement Learning Course: free course on RL theory and practice with hands-on units.

  Beginner–Intermediate · unknown · unknown resource · en

• The Illustrated Transformer

  by Jay Alammar

  See how attention and encoder-decoder blocks fit together.

  Beginner · West · closed resource · en

• Neural Networks: Zero to Hero (Karpathy)

  Creator not supplied; see original source.

  Andrej Karpathy's Neural Networks: Zero to Hero video course, building micrograd, makemore, GPT and a tokenizer in code.

  Beginner–Intermediate · unknown · unknown resource · en

• Unsloth RL / GRPO guide

  Creator not supplied; see original source.

  Unsloth reinforcement learning guide: training reasoning models with GRPO, with linked tutorials and advanced RL docs.

  Beginner–Intermediate · unknown · unknown resource · en

• ImageNet Classification with Deep Convolutional Neural Networks (NeurIPS Proceedings)

  Creator not supplied; see original source.

  AlexNet paper (NIPS 2012) by Krizhevsky, Sutskever and Hinton: deep convolutional network for ImageNet classification.

  Intermediate · unknown · unknown resource · en

• AlphaGo

  Creator not supplied; see original source.

  Google DeepMind AlphaGo page covering the Go-playing system, its matches and the research papers behind it.

  Intermediate · unknown · unknown resource · en

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