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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:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:Mlflow Mlflow Model Serving
- Workflow:Lance format Lance Table Optimization
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
Principles
- Principle:OpenRLHF OpenRLHF KTO Training
- Principle:LaurentMazare Tch rs TorchScript Loading
- Principle:Microsoft Agent framework YAML Agent Schema
- Principle:Mlflow Mlflow API Compatibility Checking
- Principle:NVIDIA TransformerEngine Drop In Linear Replacement
- Principle:Hiyouga LLaMA Factory Muon Optimization
- Principle:Alibaba MNN Diffusion Model Acquisition
- Principle:Webdriverio Webdriverio HookLifecycle
- Principle:Huggingface Alignment handbook Supervised Finetuning
- Principle:DataExpert io Data engineer handbook SCD Type 2 Transformation
Implementations
- Implementation:Tensorflow Serving Tfrt Http Rest Api Handler Test
- Implementation:Microsoft Playwright APIResponse Methods
- Implementation:Ucbepic Docetl Dataset Fatal Accidents
- Implementation:CrewAIInc CrewAI Directory Search Tool
- Implementation:Interpretml Interpret Build Script
- Implementation:Triton inference server Server GenEnsembleModelUtils
- Implementation:SeldonIO Seldon core Seldon Model Load For Experiment
- Implementation:Google deepmind Dm control GLFW Context
- Implementation:Treeverse LakeFS ImportStatus
- Implementation:DataTalksClub Data engineering zoomcamp Dbt Marts Models
Heuristics
- Heuristic:Datahub project Datahub Validation Cross API
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Langgenius Dify Env Sync Upgrade Strategy
- Heuristic:Huggingface Transformers Label Smoothing Multi Label Warning
Environments
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Allenai Open instruct Ray Distributed
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Kserve Kserve VLLM Runtime
- Environment:FlowiseAI Flowise Database Environment
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Openai CLIP Python Dependencies
- Environment:Kserve Kserve Istio Service Mesh