Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
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PyTorch3D is FAIR's library of reusable components for deep learning with 3D data
Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)
A Python framework for GPU-accelerated simulation, robotics, and machine learning.
- differentiable-programming
- python
- gpu-acceleration
- nvidia
Differentiable ODE solvers with full GPU support and O(1)-memory backpropagation.
A PyTorch Library for Accelerating 3D Deep Learning Research
- pytorch
- 3d-deep-learning
- neural-networks
- differentiable-rendering
TranslatedDeepAnalyze is the first agentic LLM for autonomous data science. 🎈Your AI data analyst, automatically analyzes large amounts of data and generates professional analysis reports with one click!
Eclipse SUMO is an open source, highly portable, microscopic and continuous traffic simulation package designed to handle large networks. It allows for intermodal simulation including pedestrians and comes with a large set of tools for scenario creation.
- traffic
- simulation
- transport
N-D labeled arrays and datasets in Python
PennyLane is an open-source quantum software platform for quantum computing, quantum machine learning, and quantum chemistry. Create meaningful quantum algorithms, from inspiration to implementation.
Trainable, memory-efficient, and GPU-friendly PyTorch reproduction of AlphaFold 2
- pytorch
- protein-structure
- alphafold2
Unsupervised Learning for Image Registration
- image-registration
- image-alignment
- machine-learning
- deep-learning
Semi Supervised Learning for Medical Image Segmentation, a collection of literature reviews and code implementations.
- semi-supervised-learning
Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more
ProtoMotions is a GPU-accelerated simulation and learning framework for training physically simulated digital humans and humanoid robots.
- character-animation
- digital-human
- humanoid
- humanoid-robots
PyPSA: Python for Power System Analysis
- python
- optimisation
- energy-system
- power-systems-analysis
Large Language-and-Vision Assistant for Biomedicine, built towards multimodal GPT-4 level capabilities.
Differentiable convex optimization layers
Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/
- differential-equations
- jax
- deep-learning
- neural-differential-equations
A library for differentiable nonlinear optimization
- differentiable-optimization
- robotics
- embodied-ai
- nonlinear-least-squares
Chai-1, SOTA model for biomolecular structure prediction
A differentiable PDE solving framework for machine learning
- differentiable-simulations
- fluid-simulations
- deep-learning
- neural-networks
A package for the sparse identification of nonlinear dynamical systems from data
- dynamical-systems
- machine-learning
- sparse-regression
- model-discovery
Python package for compiling and analyzing quantum algorithms to simulate electronic structures.
- quantum-computing
- quantum-chemistry
- quantum-algorithms
- quantum-programming-language