--- id: "/science-medicine/beginner/page/4/" title: "Science & medicine for beginner learners · page 4" url: "https://skillissue.dev/science-medicine/beginner/page/4/" --- # Science & medicine for beginner learners [Beginner](/science-medicine/beginner/index.md) [Intermediate](/science-medicine/intermediate/index.md) [Advanced](/science-medicine/advanced/index.md) [Expert](/science-medicine/expert/index.md) 149 resources · page 4 of 5 - ### [人工智能医疗器械注册审查指导原则 (CMDE 2022年第8号)](/frontier/research-feeds/nmpa-cmde-2022-no-8/index.md) by [CIRS Group (瑞旭集团)](https://www.cirs-group.com/) CIRS page on NMPA/CMDE registration review guideline for AI medical devices (2022 No. 8). entity standard-policy China zh - ### [nnU-Net](/frontier/research-feeds/nnu-net/index.md) by [MIC-DKFZ](https://www.dkfz.de/en/mic/) nnU-Net GitHub repo (DKFZ): self-configuring semantic segmentation framework for medical images. entity repo Germany en - ### [Open Climate Fix](/frontier/research-feeds/open-climate-fix/index.md) by [Open Climate Fix](https://openclimatefix.org) Open Climate Fix GitHub organisation: open-source solar generation forecasting and climate ML code. entity org UK en - ### [Open Climate Fix PVNet](/frontier/research-feeds/open-climate-fix-pvnet/index.md) by [Open Climate Fix](https://openclimatefix.org) Open Climate Fix PVNet GitHub repo: training and live running of a solar PV generation forecasting model. entity repo UK en - ### [OpenCRISPR](/frontier/research-feeds/opencrispr-research-repository/index.md) by [Profluent](https://profluent.bio) Profluent OpenCRISPR GitHub repo: AI-generated gene editing systems such as OpenCRISPR-1. entity repo US en - ### [OpenFold](/frontier/research-feeds/openfold/index.md) by [AQ Laboratory](https://aqlab.io) AQ Laboratory OpenFold GitHub repo: trainable PyTorch reproduction of AlphaFold 2. entity repo US en - ### [Original PINNs implementation](/frontier/research-feeds/original-pinns-implementation/index.md) by [Maziar Raissi](https://github.com/maziarraissi) PINNs GitHub repo (Maziar Raissi): original physics-informed neural networks code for solving and discovering PDEs. entity repo US en - ### [Pangu-Weather (Huawei)](/frontier/research-feeds/pangu-weather-huawei/index.md) by [Lingxi Xie](https://lingxixie.com) Pangu-Weather GitHub repo: official Huawei implementation and weights for medium-range weather forecasting. entity repo CN en - ### [PDEArena (Microsoft)](/frontier/research-feeds/pdearena-microsoft/index.md) by [pdearena](https://github.com/pdearena) PDEArena GitHub repo (Microsoft): code for generalised neural PDE surrogate modelling. entity repo West en - ### [Periodic Labs](/frontier/research-feeds/periodic-labs/index.md) by [Periodic Labs](https://periodic.com/) Periodic Labs: company using AI and autonomous labs for materials science discovery. entity lab US en - ### [PhiFlow](/frontier/research-feeds/phiflow/index.md) by [TUM Physics-based Simulation](https://ge.in.tum.de) TUM PhiFlow GitHub repo: differentiable PDE solving framework for machine learning. entity repo EU-DE en - ### [Physical Intelligence research](/frontier/research-feeds/physical-intelligence-research/index.md) by [Physical Intelligence](https://pi.website/) Physical Intelligence research page: papers on robot foundation models such as FAST and real-time chunking. entity org US en - ### [PhysioNet MIMIC-IV](/frontier/research-feeds/physionet-mimic-iv/index.md) by [Alistair E. W. Johnson et al. (MIT)](https://www.mit.edu/) PhysioNet MIMIC-IV: de-identified health records of patients at Beth Israel Deaconess Medical Center for clinical ML research. entity dataset US en - ### [PlantVillage (Penn State)](/frontier/research-feeds/plantvillage-penn-state/index.md) by [PlantVillage (Penn State University)](https://plantvillage.psu.edu/) PlantVillage site from Penn State: plant-disease image data and AI tools for smallholder farmers. entity dataset US/Africa en - ### [PolicyEngine MCP server](/frontier/research-feeds/policyengine-mcp-server/index.md) by [PolicyEngine](https://policyengine.org) PolicyEngine MCP server GitHub repo: gives AI agents access to PolicyEngine tax and benefit calculations. entity repo United States / United Kingdom en - ### [Polymathic AI](/frontier/research-feeds/polymathic-ai/index.md) by [Polymathic AI](https://polymathic-ai.org/) Polymathic AI: research collaboration building foundation models for scientific data across disciplines. entity lab US en - ### [The Well (Polymathic AI)](/frontier/research-feeds/polymathic-ai-the-well/index.md) by [Polymathic AI](https://polymathic-ai.org/) Polymathic AI's The Well: about 15 TB of physics simulation datasets for training and benchmarking ML surrogate models. entity benchmark US en - ### [PowerGridworld](/frontier/research-feeds/powergridworld/index.md) by [National Laboratory of the Rockies](https://www.nlr.gov/) NREL PowerGridworld GitHub repo: lightweight framework for multi-agent RL simulation of power systems. entity repo US en - ### [Prithvi WxC](/frontier/research-feeds/prithvi-wxc/index.md) by [Office of Data Science and Informatics](https://github.com/NASA-IMPACT) NASA-IMPACT Prithvi WxC GitHub repo: implementation of the Prithvi weather and climate foundation model. entity repo Global (IBM Research; NASA; re en - ### [Profluent](/frontier/research-feeds/profluent/index.md) by [Profluent](https://profluent.bio/) Profluent: company using protein language models to design new proteins and gene editors. entity lab US en - ### [Project CETI](/frontier/research-feeds/project-ceti/index.md) by [Project CETI](https://projectceti.org/) Project CETI: nonprofit applying machine learning and robotics to decode sperm whale communication. entity org Global en - ### [AlphaFold 3](/frontier/research-feeds/protein-design-folding/index.md) by [Google DeepMind](https://www.deepmind.com/) DeepMind AlphaFold 3 GitHub repo: AlphaFold 3 inference pipeline. entity repo UK; US en - ### [ColabFold](/frontier/research-feeds/protein-structure-prediction-colabfold-verified-free-notebooks-hosted-gpu-access/index.md) by [Sergey Ovchinnikov](https://solab.org) ColabFold GitHub repo: notebooks for protein structure prediction with AlphaFold2 and MMseqs2. entity repo US en - ### [ProteinMPNN](/frontier/research-feeds/proteinmpnn/index.md) by [Justas Dauparas](https://dauparas.github.io/) ProteinMPNN GitHub repo: code for the ProteinMPNN protein sequence design model. entity repo West en - ### [Protenix (ByteDance)](/frontier/research-feeds/protenix-bytedance/index.md) by [ByteDance](https://opensource.bytedance.com) ByteDance Protenix GitHub repo: open-source biomolecular structure prediction reproducing and extending AlphaFold 3. entity repo CN en - ### [PutnamBench](/frontier/research-feeds/putnambench/index.md) by [Trishul: Trustworthy Intelligent Systems @ UT Austin](https://github.com/trishullab) PutnamBench GitHub repo: Putnam competition problems formalised in Lean, Isabelle and Coq for evaluating theorem-proving systems. entity benchmark US en - ### [RCSB Protein Data Bank](/frontier/research-feeds/rcsb-protein-data-bank/index.md) by [RCSB Protein Data Bank](https://www.rcsb.org/) RCSB Protein Data Bank: curated archive of experimentally determined 3D protein structures with search and analysis tools. entity dataset US en - ### [Recursion](/frontier/research-feeds/recursion/index.md) by [Recursion](https://recursion.com/) Recursion: company using AI and automated biology for drug discovery. entity lab US en - ### [RoseTTAFold](/frontier/research-feeds/rosettafold/index.md) by [RosettaCommons](https://www.rosettacommons.org) RosettaCommons RoseTTAFold GitHub repo: deep learning protein structure prediction models. entity repo US en - ### [Sakana AI Scientist](/lab-practices/other-labs/sakana-ai-scientist/index.md) by [Sakana AI](https://sakana.ai/) Sakana AI Scientist GitHub repo: automated pipeline from research idea to experiments and paper. entity repo Japan en - ### [Sinergym](/frontier/research-feeds/sinergym/index.md) by [UGR-SAIL](https://sail.ugr.es) Sinergym GitHub repo: EnergyPlus-based Gym environment for building control with reinforcement learning. entity repo Spain en - ### [snnTorch](/frontier/research-feeds/snntorch/index.md) by [Jason Eshraghian (snnTorch)](https://github.com/jeshraghian/snntorch) snnTorch documentation: tutorials for training spiking neural networks in PyTorch. entity org West en [Previous page](/science-medicine/beginner/page/3/index.md) [Next page](/science-medicine/beginner/page/5/index.md) [Plain-text Markdown copy](/science-medicine/beginner/page/4/index.md)