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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:Ray project Ray Cross Language Invocation
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:Onnx Onnx Reference Evaluation
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:Onnx Onnx Model Validation
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:BerriAI Litellm Response Caching
- Workflow:Googleapis Python genai Model Fine Tuning
Principles
- Principle:Pyro ppl Pyro Discrete Marginal ELBO
- Principle:DataTalksClub Data engineering zoomcamp Kafka Custom Serialization
- Principle:Alibaba ROLL SFT Worker Initialization
- Principle:ClickHouse ClickHouse SIMD Memory Comparison
- Principle:Getgauge Taiko Intercept Management
- Principle:Langchain ai Langgraph Interrupt Stream Execution
- Principle:LaurentMazare Tch rs Seq2Seq Attention Translation
- Principle:Ggml org Llama cpp GGUF Quantization
- Principle:CrewAIInc CrewAI Output Processing
- Principle:AnswerDotAI RAGatouille Semantic Search
Implementations
- Implementation:Microsoft LoRA Loralib Installation
- Implementation:Huggingface Datatrove PerplexityStats
- Implementation:Vllm project Vllm Report Build Time Ninja
- Implementation:Facebookresearch Audiocraft SISNR Loss
- Implementation:Recommenders team Recommenders Wikidata Utils
- Implementation:Facebookresearch Audiocraft MultiPeriodDiscriminator
- Implementation:Zai org CogVideo ActNorm
- Implementation:MarketSquare Robotframework browser Evaluation Grpc Handlers
- Implementation:Online ml River Stats Sum
- Implementation:Nightwatchjs Nightwatch Page Object Module Definition
Heuristics
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
- Heuristic:Mlc ai Web llm Low Resource Model Selection
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
- Heuristic:Arize ai Phoenix Adaptive Rate Limiting
Environments
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:Langgenius Dify Vector Database Environment
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Alibaba ROLL CUDA GPU Environment