--- id: "/non-llm-neural-networks-ml-foundations/intermediate/page/3/" title: "Non-LLM neural networks & ML foundations for intermediate learners · page 3" url: "https://skillissue.dev/non-llm-neural-networks-ml-foundations/intermediate/page/3/" --- # Non-LLM neural networks & ML foundations for intermediate learners [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) 81 resources · page 3 of 3 - ### [Karpathy: Unreasonable Effectiveness of RNNs](/foundations/llm-fundamentals/karpathy-unreasonable-effectiveness-of-rnns/index.md) by [Andrej](https://x.com/karpathy) Andrej Karpathy's 2015 essay The Unreasonable Effectiveness of Recurrent Neural Networks, with char-RNN examples. Intermediate learning_resource guide West en - ### [LightGBM documentation](/foundations/llm-fundamentals/lightgbm-documentation/index.md) by [Microsoft (LightGBM)](https://github.com/microsoft/LightGBM) LightGBM documentation: gradient boosting framework with tree-based learning, tuning guides and distributed training. Intermediate learning_resource docs International en - ### [Recurrent Neural Networks and LSTM (Jürgen Schmidhuber)](/foundations/llm-fundamentals/lstm/index.md) by [Jürgen Schmidhuber](https://people.idsia.ch/) Jürgen Schmidhuber's IDSIA page on recurrent neural networks and LSTM, with history and references. Intermediate learning_resource guide EU-DE en - ### [NYU Deep Learning (LeCun/Canziani)](/foundations/llm-fundamentals/nyu-deep-learning-lecun-canziani/index.md) by [Alfredo Canziani](https://atcold.github.io/) NYU Deep Learning course (Spring 2021) by Yann LeCun and Alfredo Canziani, with lectures, labs and notebooks. Intermediate learning_resource guide West en - ### [OECD AI Recommendation (OECD-LEGAL-0449)](/foundations/llm-fundamentals/oecd-ai-recommendation-oecd-legal-0449/index.md) by [OECD](https://www.oecd.org/) OECD Recommendation of the Council on Artificial Intelligence, the source of the OECD AI Principles and AI system definition. Intermediate learning_resource docs Global en|fr - ### [PDE-Transformer](/foundations/llm-fundamentals/pde-transformer/index.md) by [TUM Physics-based Simulation](https://ge.in.tum.de) PDE-Transformer project page: transformer architecture for learning partial differential equations from data. Intermediate learning_resource guide EU-DE en - ### [Physics-based Deep Learning (TUM)](/foundations/llm-fundamentals/physics-based-deep-learning-tum/index.md) by [Nils Thuerey et al. (TU Munich)](https://physicsbaseddeeplearning.org/) Physics-based Deep Learning book from TUM: hands-on guide to combining physical simulation with deep learning. Intermediate learning_resource guide West en - ### [PointNet](/foundations/llm-fundamentals/pointnet/index.md) by [Charles R. Qi et al. (Stanford University)](https://www.stanford.edu/) PointNet project page: deep network architecture that consumes raw point clouds for 3D classification and segmentation. Intermediate learning_resource guide US en - ### [Roboflow documentation](/foundations/llm-fundamentals/roboflow-documentation/index.md) by [Roboflow](https://roboflow.com/) Roboflow documentation for building computer-vision datasets, training models and deploying them. Intermediate learning_resource docs US en - ### [sktime](/foundations/llm-fundamentals/sktime/index.md) by [sktime](https://sktime.net/) sktime: open-source Python framework for time-series forecasting, classification and anomaly detection. Intermediate learning_resource docs Global en - ### [Soniox Docs: Models](/foundations/llm-fundamentals/soniox-speech-model-registry-and-lifecycle-notes/index.md) by [Soniox](https://soniox.com/) Soniox models page listing speech-to-text model versions, changelog and deprecations. Intermediate learning_resource docs United States; Slovenia en - ### [Speechmatics technical articles](/foundations/llm-fundamentals/speechmatics-technical-articles/index.md) by [Speechmatics](https://speechmatics.com/) Speechmatics articles on speech recognition technology, product news and AI research. Intermediate learning_resource guide UK en - ### [UvA Deep Learning tutorials](/foundations/llm-fundamentals/uva-deep-learning-tutorials/index.md) by [Phillip Lippe (University of Amsterdam)](https://uvadlc.github.io/) University of Amsterdam deep learning tutorial notebooks in PyTorch and JAX/Flax, covering core architectures. Intermediate learning_resource guide West en - ### [XGBoost documentation](/foundations/llm-fundamentals/xgboost-documentation/index.md) by [XGBoost project (DMLC)](https://xgboost.ai/) XGBoost documentation: distributed gradient boosting library with training, GPU support and parameter guides. Intermediate learning_resource docs International en - ### [YSDA Practical Deep Learning](/foundations/llm-fundamentals/ysda-practical-deep-learning/index.md) by [Yandex School of Data Analysis](https://yandexdataschool.com) YSDA Practical_DL GitHub repo: deep learning course materials from Yandex School of Data Analysis, HSE and Skoltech. Intermediate learning_resource course Russia; international en - ### [YSDA Practical RL](/foundations/llm-fundamentals/ysda-practical-rl/index.md) by [Yandex School of Data Analysis](https://yandexdataschool.com) YSDA Practical_RL GitHub repo: open reinforcement-learning course with notebooks and assignments from HSE and YSDA. Intermediate–Advanced learning_resource course Russia en|ru - ### [Zoom Scribe API documentation](/foundations/llm-fundamentals/zoom-scribe-speech-to-text-api-documentation/index.md) by [Zoom](https://www.zoom.com/) Zoom Scribe API documentation: transcription service for many media formats, with modes and authentication details. Intermediate learning_resource docs United States en [Previous page](/non-llm-neural-networks-ml-foundations/intermediate/page/2/index.md) [Plain-text Markdown copy](/non-llm-neural-networks-ml-foundations/intermediate/page/3/index.md)