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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Wandb Weave LLM Integration Tracing
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:LLMBook zh LLMBook zh github io Inference and Quantization
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
Principles
- Principle:Scikit learn contrib Imbalanced learn Condensed Nearest Neighbour
- Principle:Spcl Graph of thoughts Result Serialization
- Principle:Arize ai Phoenix Span Annotation
- Principle:ARISE Initiative Robosuite Gripper Control Abstraction
- Principle:Intel Ipex llm LLM Initialization LangChain
- Principle:Nautechsystems Nautilus trader Catalog Data Writing
- Principle:Onnx Onnx External Data Saving
- Principle:OpenGVLab InternVL Image Transform Pipeline
- Principle:Bigscience workshop Petals Data Preparation
- Principle:OpenHands OpenHands Middleware Configuration
Implementations
- Implementation:Hpcaitech ColossalAI DetachedTrainer
- Implementation:Speechbrain Speechbrain Prepare Switchboard Root
- Implementation:Haosulab ManiSkill RoboCasaAccessories
- Implementation:FlagOpen FlagEmbedding LLM Embedder Retrieval Args
- Implementation:AUTOMATIC1111 Stable diffusion webui Image Viewer
- Implementation:Tensorflow Serving Bundle Factory Util
- Implementation:Ray project Ray BaseTaskCaller
- Implementation:Openclaw Openclaw Chrome Extension Background
- Implementation:MarketSquare Robotframework browser Wait For Navigation
- Implementation:PeterL1n BackgroundMattingV2 ImageSequenceWriter
Heuristics
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Zai org CogVideo Decord Import Order Bug
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Ray project Ray NaN Score Filtering In PBT
- Heuristic:Haotian liu LLaVA Flash Attention GPU Requirement
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:Apache Hudi Record Level Index Optimization
Environments
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Kserve Kserve VLLM Runtime
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Apache Spark Kubernetes Runtime
- Environment:Spotify Luigi Python Runtime
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Apache Druid Integration Test Docker
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime