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id: "/tags/non-llm-neural-networks-ml-foundations/"
title: "Non Llm Neural Networks Ml Foundations"
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url: "https://skillissue.dev/tags/non-llm-neural-networks-ml-foundations/"
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# Non Llm Neural Networks Ml Foundations

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

138 resources · page 1 of 5

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### [AI in the Sciences and Engineering](/foundations/llm-fundamentals/ai-in-the-sciences-and-engineering/index.md)

Creator not supplied; see original source.

ETH CAMLab AI_Science_Engineering GitHub repo: course materials for AI in the Sciences and Engineering.

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

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

Creator not supplied; see original source.

AirfRANS GitHub repo: dataset and scripts for ML surrogates of RANS airfoil flow simulations.

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

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### [AlphaChip (circuit_training)](/foundations/llm-fundamentals/alphachip-circuit-training/index.md)

Creator not supplied; see original source.

Google Research circuit_training GitHub repo: AlphaChip framework for chip floorplanning with reinforcement learning.

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

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

Creator not supplied; see original source.

DeepMind AlphaDev GitHub repo: pseudocode and algorithms from the faster sorting algorithms paper.

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

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### [google-deepmind/alphatensor](/foundations/llm-fundamentals/alphatensor-2/index.md)

Creator not supplied; see original source.

DeepMind AlphaTensor GitHub repo: code for discovering faster matrix multiplication algorithms with RL.

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

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

Creator not supplied; see original source.

TUM APEBench GitHub repo (NeurIPS 2024): benchmark suite for autoregressive neural PDE emulators.

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

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

Creator not supplied; see original source.

inclusionAI Awex GitHub repo: weight synchronisation between RL training and inference engines.

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

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### [Introducing: Be My AI (Be My Eyes)](/foundations/llm-fundamentals/be-my-ai-be-my-eyes/index.md)

Creator not supplied; see original source.

Be My Eyes announcement of Be My AI, a GPT-4-based visual assistant that describes images for blind and low-vision users.

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

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### [amazon-science/chronos-forecasting](/foundations/llm-fundamentals/chronos/index.md)

Creator not supplied; see original source.

Amazon Chronos GitHub repo: pretrained foundation models for time-series forecasting.

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

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### [Convolutional Neural Operator](/foundations/llm-fundamentals/convolutional-neural-operator/index.md)

Creator not supplied; see original source.

ETH CAMLab Convolutional Neural Operator GitHub repo: official implementation for learning PDE solution operators.

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

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### [Deep-learning laminar-flow surrogates](/foundations/llm-fundamentals/deep-learning-laminar-flow-surrogates/index.md)

Creator not supplied; see original source.

TUM dl-surrogates GitHub repo: deep learning surrogates for laminar flow and minimum drag shapes.

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

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### [DeepSeek-R1](/foundations/llm-fundamentals/deepseek-r1-technical-repository/index.md)

Creator not supplied; see original source.

DeepSeek-R1 GitHub repo: model summary, evaluation and usage for DeepSeek-R1 and R1-Zero reasoning models.

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

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

Creator not supplied; see original source.

Deep Graph Library (DGL): framework for deep learning on graphs, with docs and examples.

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

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### [DiffEqFlux.jl](/foundations/llm-fundamentals/diffeqflux-jl/index.md)

Creator not supplied; see original source.

SciML DiffEqFlux.jl GitHub repo: neural differential equation layers in Julia.

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

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### [facebookresearch/dinov2](/foundations/llm-fundamentals/dinov2/index.md)

Creator not supplied; see original source.

Meta DINOv2 GitHub repo: PyTorch code and models for self-supervised visual features.

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

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### [Distill (archive)](/foundations/llm-fundamentals/distill-archive/index.md)

Creator not supplied; see original source.

Distill: archived journal of interactive, visual machine learning research articles.

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

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

Creator not supplied; see original source.

Meta DLRM GitHub repo: implementation of a deep learning recommendation model.

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

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

Creator not supplied; see original source.

FinRL GitHub repo (AI4Finance): financial reinforcement learning framework for trading.

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

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

Creator not supplied; see original source.

Flow (UC Berkeley): framework combining traffic simulation and deep RL for mixed-autonomy traffic control.

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

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

Creator not supplied; see original source.

ModelScope FunASR GitHub repo: speech recognition toolkit for training, inference and streaming ASR.

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

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### [Generative Recommenders (HSTU)](/foundations/llm-fundamentals/generative-recommenders-hstu/index.md)

Creator not supplied; see original source.

Meta generative-recommenders GitHub repo: code for HSTU generative recommendation from Actions Speak Louder than Words.

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

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### [Geometric Deep Learning (Bronstein et al.)](/foundations/llm-fundamentals/geometric-deep-learning-bronstein-et-al/index.md)

Creator not supplied; see original source.

Geometric Deep Learning site (Bronstein et al.): proto-book and lectures on grids, groups, graphs and geodesics.

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

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### [Graph Network-based Simulators](/foundations/llm-fundamentals/graph-network-based-simulators/index.md)

Creator not supplied; see original source.

DeepMind learning_to_simulate code on GitHub: graph network-based simulators for particle physics.

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

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

Creator not supplied; see original source.

Gymnasium documentation: standard API and reference environments for reinforcement learning (formerly OpenAI Gym).

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

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### [InternVL](/foundations/llm-fundamentals/internvl-technical-repository/index.md)

Creator not supplied; see original source.

OpenGVLab InternVL GitHub repo: open-source multimodal model family with code and weights.

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

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### [Lviv Polytechnic: recommendations on applying generative AI](/foundations/llm-fundamentals/lviv-polytechnic-recommendations-on-applying-generative-ai/index.md)

Creator not supplied; see original source.

Lviv Polytechnic recommendations on applying generative AI in academic journals and conferences.

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

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

Creator not supplied; see original source.

InstaDeep Mava GitHub repo: codebase for experiments in multi-agent reinforcement learning.

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

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### [MBZUAI ORYX](/foundations/llm-fundamentals/mbzuai-oryx/index.md)

Creator not supplied; see original source.

MBZUAI ORYX GitHub organisation: code for vision-language models and multimodal evaluation.

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

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### [MindSpore framework](/foundations/llm-fundamentals/mindspore-framework/index.md)

Creator not supplied; see original source.

MindSpore GitHub repo: Huawei's open-source deep learning training and inference framework.

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

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### [Moirai (uni2ts)](/foundations/llm-fundamentals/moirai-uni2ts/index.md)

Creator not supplied; see original source.

Salesforce uni2ts GitHub repo: training code for Moirai universal time-series forecasting models.

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

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### [MS-SWIFT](/foundations/llm-fundamentals/ms-swift/index.md)

Creator not supplied; see original source.

ModelScope ms-swift GitHub repo: framework for PEFT and full fine-tuning, DPO and GRPO of 600+ LLMs.

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

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

Creator not supplied; see original source.

Nixtla NeuralForecast GitHub repo: library of neural time-series forecasting models such as N-BEATS and NHITS.

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

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