Mia // Huai-Wen Chang's starred repositories
applied-ml
📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.
llama-recipes
Scripts for fine-tuning Meta Llama with composable FSDP & PEFT methods to cover single/multi-node GPUs. Supports default & custom datasets for applications such as summarization and Q&A. Supporting a number of candid inference solutions such as HF TGI, VLLM for local or cloud deployment. Demo apps to showcase Meta Llama for WhatsApp & Messenger.
post-mortems
A collection of postmortems. Sorry for the delay in merging PRs!
awesome-chaos-engineering
A curated list of Chaos Engineering resources.
awesome-mlops
:sunglasses: A curated list of awesome MLOps tools
PocketFlow
An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications.
aws-workshop-for-kubernetes
AWS Workshop for Kubernetes
image-quality-assessment
Convolutional Neural Networks to predict the aesthetic and technical quality of images.
data-augmentation-review
List of useful data augmentation resources. You will find here some not common techniques, libraries, links to GitHub repos, papers, and others.
backdoor-learning-resources
A list of backdoor learning resources
natural-questions
Natural Questions (NQ) contains real user questions issued to Google search, and answers found from Wikipedia by annotators. NQ is designed for the training and evaluation of automatic question answering systems.
data-validation
Library for exploring and validating machine learning data
Image-Harmonization-Dataset-iHarmony4
[CVPR 2020] The first large-scale public benchmark dataset for image harmonization. The code used in our paper "DoveNet: Deep Image Harmonization via Domain Verification", CVPR2020. Useful for image harmonization, image composition, etc.
overcooked_ai
A benchmark environment for fully cooperative human-AI performance.
amazon-sagemaker-mlops-workshop
Machine Learning Ops Workshop with SageMaker: lab guides and materials.
model-compression-and-acceleration-progress
Repository to track the progress in model compression and acceleration
Adversarial-Machine-Learning
对抗样本(Adversarial Examples)和投毒攻击(Poisoning Attacks)相关资料
laboratory
Some crazy experiments
aws-service-catalog-sagemaker-studio-domain
Workshop to launch Amazon SageMaker Studio domain using AWS Service Catalog and AWS SSO in the AWS Control Tower environment, using AWS CloudFormation templates and lambda functions.