Lei Zhang (张磊)'s Projects
A scalable & efficient active learning/data selection system for everyone.
Training and serving large-scale neural networks with auto parallelization.
Instruct-tune LLaMA on consumer hardware
This repo includes ChatGPT prompt curation to use ChatGPT better.
A curated list of research in machine learning systems (MLSys). Paper notes are also provided.
CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image
Repository of helm charts for deploying DataHub on a Kubernetes cluster
Enhance Your English Writing
Spatial-Temporal Federated Learning for Lifelong Person Re-identification on Distributed Edges. (FedSTIL)
This is an official Tensorflow-2 implementation of Federated Continual Learning with Inter-Client Weighted Transfer
InternLM has open-sourced a 7 billion parameter base model, a chat model tailored for practical scenarios and the training system.
The examples and use cases about Kafka, Spark, Flink, SpringBoot, etc. 组件及框架使用实例
Ryan's blog for study & personal resources review. 技术栈文档
DeepSpeed+Ray based LLaMA2 SFT/RLHF training framework
《Machine Learning Systems: Design and Implementation》- Chinese Version
High-availably monitor for Apache Kudu by Prometheus
Person re-identification datasets across time & space for federated continual learning.
Scene recognition tool based on pytorch. Provide training, test and deployment functions, as well as many pretrained models.
A high-throughput and memory-efficient inference and serving engine for LLMs