waynechen's starred repositories
human-centered-machine-learning
Schedule and Syllabus for Human-Centered Machine learning.
image-quality
Image quality is an open source software library for Image Quality Assessment (IQA).
aws-glue-workshop
Repository for AWS Glue Workshop
image_search_engine
Image search engine
vit-pytorch
Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch
m5-prediction-accuracy
Perform sales unit prediction by SageMaker.
robust-physical-attack
Physical adversarial attack for fooling the Faster R-CNN object detector
neural-structured-learning
Training neural models with structured signals.
EconML
ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to bring automation to complex causal inference problems. To date, the ALICE Python SDK (econml) implements orthogonal machine learning algorithms such as the double machine learning work of Chernozhukov et al. This toolkit is designed to measure the causal effect of some treatment variable(s) t on an outcome variable y, controlling for a set of features x.
end-to-end-transformers
end-to-end Transformers workflow with Amazon SageMaker
p13n-search-and-learn-2-rank
This repository provides examples demonstrating how to build a personalized search mechanism on AWS Elastic Search and SageMaker in an efficient and scalable way.
steward-sentiment-anlysis-bot
基于Google-Bert,进行Sentiment Analysis的任务，并利用`AWS SageMaker`进行模型训练和部署。
quickstart-aws-utility-meter-data-analytics-platform
AWS Quick Start Team
syndata-generation
Code used to generate synthetic scenes and bounding box annotations for object detection. This was used to generate data used in the Cut, Paste and Learn paper
spot-tagging-bot-for-digital-assets
Spot Tagging Bot for Digital Assets
ckiptagger
CKIP Neural Chinese Word Segmentation, POS Tagging, and NER
amazon-sagemaker-mlops-workshop
Machine Learning Ops Workshop with SageMaker: lab guides and materials.
sagemaker-tensorflow-training-toolkit
Toolkit for running TensorFlow training scripts on SageMaker. Dockerfiles used for building SageMaker TensorFlow Containers are at https://github.com/aws/deep-learning-containers.
deep-learning-containers
AWS Deep Learning Containers (DLCs) are a set of Docker images for training and serving models in TensorFlow, TensorFlow 2, PyTorch, and MXNet.
data-science-on-aws
AI and Machine Learning with Kubeflow, Amazon EKS, and SageMaker