--- id: "/non-llm-neural-networks-ml-foundations/" title: "Non-LLM neural networks & ML foundations" url: "https://skillissue.dev/non-llm-neural-networks-ml-foundations/" --- # Non-LLM neural networks & ML foundations Non-LLM neural networks & ML foundations - [classical ML & statistics](/non-llm-neural-networks-ml-foundations/classical-ml-statistics/index.md) (8) - [generative theory](/non-llm-neural-networks-ml-foundations/generative-theory/index.md) (1) - [graph NNs](/non-llm-neural-networks-ml-foundations/graph-nns/index.md) (8) - [recommenders](/non-llm-neural-networks-ml-foundations/recommenders/index.md) (10) - [reinforcement learning](/non-llm-neural-networks-ml-foundations/reinforcement-learning/index.md) (41) - [sequence models](/non-llm-neural-networks-ml-foundations/sequence-models/index.md) (16) - [time series & tabular](/non-llm-neural-networks-ml-foundations/time-series-tabular/index.md) (10) - [vision](/non-llm-neural-networks-ml-foundations/vision/index.md) (44) [Beginner](/non-llm-neural-networks-ml-foundations/beginner/index.md) [Intermediate](/non-llm-neural-networks-ml-foundations/intermediate/index.md) [Advanced](/non-llm-neural-networks-ml-foundations/advanced/index.md) [Expert](/non-llm-neural-networks-ml-foundations/expert/index.md) 138 resources · page 1 of 5 - ### [AI in the Sciences and Engineering](/foundations/llm-fundamentals/ai-in-the-sciences-and-engineering/index.md) by [Computational and Applied Mathematics Laboratory @ ETH Zurich](https://camlab.ethz.ch) ETH CAMLab AI_Science_Engineering GitHub repo: course materials for AI in the Sciences and Engineering. entity repo Switzerland — ETH Zurich CAMLa en - ### [AirfRANS](/foundations/llm-fundamentals/airfrans/index.md) by [SimAI](https://www.ansys.com/ai/) AirfRANS GitHub repo: dataset and scripts for ML surrogates of RANS airfoil flow simulations. entity repo France — Extrality/Sorbonne/CN en - ### [AlphaChip (circuit_training)](/foundations/llm-fundamentals/alphachip-circuit-training/index.md) by [Google Research](https://research.google) Google Research circuit_training GitHub repo: AlphaChip framework for chip floorplanning with reinforcement learning. entity repo West en - ### [AlphaDev](/foundations/llm-fundamentals/alphadev/index.md) by [Google DeepMind](https://www.deepmind.com/) DeepMind AlphaDev GitHub repo: pseudocode and algorithms from the faster sorting algorithms paper. entity repo UK en - ### [google-deepmind/alphatensor](/foundations/llm-fundamentals/alphatensor-2/index.md) by [Google DeepMind](https://www.deepmind.com/) DeepMind AlphaTensor GitHub repo: code for discovering faster matrix multiplication algorithms with RL. entity repo UK en - ### [APEBench](/foundations/llm-fundamentals/apebench/index.md) by [TUM Physics-based Simulation](https://ge.in.tum.de) TUM APEBench GitHub repo (NeurIPS 2024): benchmark suite for autoregressive neural PDE emulators. entity repo EU-DE en - ### [Awex](/foundations/llm-fundamentals/awex/index.md) by [inclusionAI](https://inclusion-ai.org) inclusionAI Awex GitHub repo: weight synchronisation between RL training and inference engines. entity repo China en - ### [Introducing: Be My AI (Be My Eyes)](/foundations/llm-fundamentals/be-my-ai-be-my-eyes/index.md) by [Be My Eyes](https://bemyeyes.com/) Be My Eyes announcement of Be My AI, a GPT-4-based visual assistant that describes images for blind and low-vision users. entity company Denmark en - ### [amazon-science/chronos-forecasting](/foundations/llm-fundamentals/chronos/index.md) by [Amazon Science](https://amazon.science) Amazon Chronos GitHub repo: pretrained foundation models for time-series forecasting. entity repo West en - ### [Convolutional Neural Operator](/foundations/llm-fundamentals/convolutional-neural-operator/index.md) by [Computational and Applied Mathematics Laboratory @ ETH Zurich](https://camlab.ethz.ch) ETH CAMLab Convolutional Neural Operator GitHub repo: official implementation for learning PDE solution operators. entity repo Switzerland — ETH Zurich CAMLa en - ### [Deep-learning laminar-flow surrogates](/foundations/llm-fundamentals/deep-learning-laminar-flow-surrogates/index.md) by [TUM Physics-based Simulation](https://ge.in.tum.de) TUM dl-surrogates GitHub repo: deep learning surrogates for laminar flow and minimum drag shapes. entity repo EU-DE en - ### [DeepSeek-R1](/foundations/llm-fundamentals/deepseek-r1-technical-repository/index.md) by [DeepSeek](https://www.deepseek.com/) DeepSeek-R1 GitHub repo: model summary, evaluation and usage for DeepSeek-R1 and R1-Zero reasoning models. entity repo China zh - ### [DGL](/foundations/llm-fundamentals/dgl/index.md) by [DGL team](https://www.dgl.ai/) Deep Graph Library (DGL): framework for deep learning on graphs, with docs and examples. entity org West en - ### [DiffEqFlux.jl](/foundations/llm-fundamentals/diffeqflux-jl/index.md) by [SciML Open Source Scientific Machine Learning](https://sciml.ai) SciML DiffEqFlux.jl GitHub repo: neural differential equation layers in Julia. entity repo Global — SciML en - ### [facebookresearch/dinov2](/foundations/llm-fundamentals/dinov2/index.md) by [Meta Research](https://opensource.fb.com) Meta DINOv2 GitHub repo: PyTorch code and models for self-supervised visual features. entity repo West en - ### [Distill (archive)](/foundations/llm-fundamentals/distill-archive/index.md) by [Distill](https://distill.pub/) Distill: archived journal of interactive, visual machine learning research articles. entity org West en - ### [facebookresearch/dlrm](/foundations/llm-fundamentals/dlrm/index.md) by [Meta Research](https://opensource.fb.com) Meta DLRM GitHub repo: implementation of a deep learning recommendation model. entity repo West en - ### [FinRL](/foundations/llm-fundamentals/finrl/index.md) by [AI4Finance Foundation](https://ai4finance.org) FinRL GitHub repo (AI4Finance): financial reinforcement learning framework for trading. entity repo Global en - ### [Flow](/foundations/llm-fundamentals/flow/index.md) by [flow-project](https://github.com/flow-project) Flow (UC Berkeley): framework combining traffic simulation and deep RL for mixed-autonomy traffic control. entity repo US en - ### [FunASR](/foundations/llm-fundamentals/funasr/index.md) by [ModelScope](https://www.modelscope.cn/) ModelScope FunASR GitHub repo: speech recognition toolkit for training, inference and streaming ASR. entity repo China zh - ### [Generative Recommenders (HSTU)](/foundations/llm-fundamentals/generative-recommenders-hstu/index.md) by [meta-recsys](https://github.com/meta-recsys) Meta generative-recommenders GitHub repo: code for HSTU generative recommendation from Actions Speak Louder than Words. entity repo West en - ### [Geometric Deep Learning (Bronstein et al.)](/foundations/llm-fundamentals/geometric-deep-learning-bronstein-et-al/index.md) by [Michael Bronstein, Joan Bruna, Taco Cohen and Petar Veličković](https://geometricdeeplearning.com/) Geometric Deep Learning site (Bronstein et al.): proto-book and lectures on grids, groups, graphs and geodesics. entity org West en - ### [Graph Network-based Simulators](/foundations/llm-fundamentals/graph-network-based-simulators/index.md) by [Google DeepMind](https://www.deepmind.com/) DeepMind learning_to_simulate code on GitHub: graph network-based simulators for particle physics. entity repo Global — DeepMind London/Stanf en - ### [Gymnasium](/foundations/llm-fundamentals/gymnasium/index.md) by [Farama Foundation](https://farama.org/) Gymnasium documentation: standard API and reference environments for reinforcement learning (formerly OpenAI Gym). entity org West en - ### [InternVL](/foundations/llm-fundamentals/internvl-technical-repository/index.md) by [OpenGVLab](https://github.com/OpenGVLab) OpenGVLab InternVL GitHub repo: open-source multimodal model family with code and weights. entity repo China zh - ### [Lviv Polytechnic: recommendations on applying generative AI](/foundations/llm-fundamentals/lviv-polytechnic-recommendations-on-applying-generative-ai/index.md) by [Lviv Polytechnic National University](https://lpnu.ua/) Lviv Polytechnic recommendations on applying generative AI in academic journals and conferences. entity standard-policy Ukraine uk|en - ### [Mava](/foundations/llm-fundamentals/mava/index.md) by [InstaDeep Ltd](https://instadeep.com) InstaDeep Mava GitHub repo: codebase for experiments in multi-agent reinforcement learning. entity repo UK/Tunisia en - ### [MBZUAI ORYX](/foundations/llm-fundamentals/mbzuai-oryx/index.md) by [ORYX](https://www.ival-mbzuai.net/) MBZUAI ORYX GitHub organisation: code for vision-language models and multimodal evaluation. entity org United Arab Emirates en - ### [MindSpore framework](/foundations/llm-fundamentals/mindspore-framework/index.md) by [MindSpore](https://www.mindspore.cn) MindSpore GitHub repo: Huawei's open-source deep learning training and inference framework. entity repo China zh - ### [Moirai (uni2ts)](/foundations/llm-fundamentals/moirai-uni2ts/index.md) by [Salesforce AI Research](https://github.com/SalesforceAIResearch) Salesforce uni2ts GitHub repo: training code for Moirai universal time-series forecasting models. entity repo West en - ### [MS-SWIFT](/foundations/llm-fundamentals/ms-swift/index.md) by [ModelScope](https://www.modelscope.cn/) ModelScope ms-swift GitHub repo: framework for PEFT and full fine-tuning, DPO and GRPO of 600+ LLMs. entity repo China zh - ### [NeuralForecast](/foundations/llm-fundamentals/neuralforecast/index.md) by [Nixtla](https://www.nixtla.io) Nixtla NeuralForecast GitHub repo: library of neural time-series forecasting models such as N-BEATS and NHITS. entity repo West en [Next page](/non-llm-neural-networks-ml-foundations/page/2/index.md) [Plain-text Markdown copy](/non-llm-neural-networks-ml-foundations/index.md)