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# Llm Fundamentals: 139 curated resources

Curated material on llm fundamentals within foundations.

[Beginner](/foundations/beginner/index.md) [Intermediate](/foundations/intermediate/index.md) [Advanced](/foundations/advanced/index.md) [Expert](/foundations/expert/index.md)

139 resources · page 2 of 5

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### [NeuralPDE.jl](/foundations/llm-fundamentals/neuralpde-jl/index.md)

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 

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### [OpenAI Spinning Up](/foundations/llm-fundamentals/openai-spinning-up/index.md)

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 

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### [OpenRLHF](/foundations/llm-fundamentals/openrlhf/index.md)

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 

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### [OpenSpiel](/foundations/llm-fundamentals/openspiel/index.md)

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 

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### [PyTorch Geometric](/foundations/llm-fundamentals/pytorch-geometric/index.md)

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 

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### [Qwen3-VL](/foundations/llm-fundamentals/qwen3-vl-technical-repository/index.md)

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 

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### [RecBole](/foundations/llm-fundamentals/recbole/index.md)

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 

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### [Recommenders](/foundations/llm-fundamentals/recommenders/index.md)

Creator not supplied; see original source.

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

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

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### [SciML Book (MIT 18.337)](/foundations/llm-fundamentals/sciml-book-mit-18-337/index.md)

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 

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### [slime](/foundations/llm-fundamentals/slime/index.md)

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 

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### [Solver-in-the-Loop](/foundations/llm-fundamentals/solver-in-the-loop/index.md)

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 

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### [TabPFN (Prior Labs, Freiburg)](/foundations/llm-fundamentals/tabpfn-prior-labs-freiburg/index.md)

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 

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### [THUDM (Tsinghua KEG) GitHub](/foundations/llm-fundamentals/thudm-tsinghua-keg-github/index.md)

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 

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### [google-research/timesfm](/foundations/llm-fundamentals/timesfm/index.md)

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 

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### [pytorch-image-models (timm)](/foundations/llm-fundamentals/timm/index.md)

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 

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### [Ultralytics YOLO](/foundations/llm-fundamentals/ultralytics-yolo/index.md)

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 

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### [verl](/foundations/llm-fundamentals/verl/index.md)

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 

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### [verl / HybridFlow](/foundations/llm-fundamentals/verl-hybridflow/index.md)

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 

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### [VinAI](/foundations/llm-fundamentals/vinai/index.md)

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 

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### [WGA: AI provisions of the 2023 MBA](/foundations/llm-fundamentals/wga-ai-provisions-of-the-2023-mba/index.md)

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 

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### [X recommendation algorithm](/foundations/llm-fundamentals/x-recommendation-algorithm/index.md)

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 

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### [XGBoost Documentation](/foundations/llm-fundamentals/xgboost-non-nn-baseline/index.md)

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 

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### [3Blue1Brown Neural Networks](/foundations/llm-fundamentals/3blue1brown-neural-networks/index.md)

Creator not supplied; see original source.

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

Beginner · unknown · unknown resource · en 

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### [An Introduction to Statistical Learning](/foundations/llm-fundamentals/an-introduction-to-statistical-learning/index.md)

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 

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### [Deep Learning School (DLS) МФТИ](/foundations/llm-fundamentals/deep-learning-school-dls/index.md)

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 

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### [fast.ai Practical Deep Learning](/foundations/llm-fundamentals/fast-ai-practical-deep-learning/index.md)

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 

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### [HF Deep RL Course](/foundations/llm-fundamentals/hf-deep-rl-course/index.md)

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 

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### [The Illustrated Transformer](/foundations/llm-fundamentals/jay-alammar-the-illustrated-transformer/index.md)

by [Jay Alammar](https://jalammar.github.io/illustrated-transformer/)

See how attention and encoder-decoder blocks fit together.

Beginner · West · closed resource · en 

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### [Neural Networks: Zero to Hero (Karpathy)](/foundations/llm-fundamentals/neural-networks-zero-to-hero-karpathy/index.md)

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 

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### [Unsloth RL / GRPO guide](/foundations/llm-fundamentals/unsloth-rl-grpo-guide/index.md)

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 

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### [ImageNet Classification with Deep Convolutional Neural Networks (NeurIPS Proceedings)](/foundations/llm-fundamentals/alexnet/index.md)

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 

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### [AlphaGo](/foundations/llm-fundamentals/alphago/index.md)

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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