机器学习 · GitHub

The official implementation of Self-Play Fine-Tuning (SPIN)

An ML Platform for storing, analyzing, and visualizing your data all in the browser.

🏔️ ALPS: Visual State Encoders for World Models

• 🎯 State. The lowest aggregate LIBERO state-probe error among ViT-B encoders, matching the 3.5x larger V-JEPA 2-L.
• 💬 Language. A native text tower: image-text retrieval within 2 points of the best image-text encoders.

Repo for the Deep Reinforcement Learning Nanodegree program

Setup and customize deep learning environment in seconds.

A (PyTorch) imbalanced dataset sampler for oversampling low frequent classes and undersampling high frequent ones.

A simple baseline for 3d human pose estimation in tensorflow. Presented at ICCV 17.

Simple baselines and RNNs for predicting human motion in tensorflow. Presented at CVPR 17.

Python + Inference - Model Deployment library in Python. Simplest model inference server ever.

• Fast to code, fast to go alive. Minimal codes needed, minimal transformation needed. Just based on what you have.
• 100% Test Coverage: Both statement and branch coverages, no kidding. Have you ever known any model serving tool so seriously tested?

[JMLR 2023] Quantus is an eXplainable AI toolkit for responsible evaluation of neural network explanations

• 🐼 For training data attribution evaluation, check out quanda!
• New batch implementation for 12X speedup of existing faithfulness metrics (!)

Convert Machine Learning Code Between Frameworks

Trained models & code to predict toxic comments on all 3 Jigsaw Toxic Comment Challenges. Built using ⚡ Pytorch Lightning and 🤗 Transformers.

Perception toolkit for sim2real training and validation in Unity

Collaborate & label any type of data, images, text, or documents, in an easy web interface or desktop app.

• Collaborate with others in real time, no sign up!
• Usable on web or as Windows,Mac or Linux desktop application

UnrealCV: Connecting Computer Vision to Unreal Engine

• Support Unreal Engine 5.2 and later.
• Optical flow image capture: vget /camera/[id]/optical_flow [format].

2-2000x faster ML algos, 50% less memory usage, works on all hardware - new and old.

🎁 7,400,000+ Unsplash images made available for research and machine learning

CARES Reinforcement Learning Package

UpTrain is an open-source unified platform to evaluate and improve Generative AI applications. We provide grades for 20+ preconfigured checks (covering language, code, embedding use-cases), perform root cause analysis on failure cases and give insights on how to resolve them.