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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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|---|---|---|
| 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:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Roboflow Rf detr Custom Dataset Finetuning
- Workflow:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:Deepset ai Haystack Document Indexing Pipeline
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
Principles
- Principle:Google deepmind Mujoco Kinematics
- Principle:SeldonIO Seldon core Monitoring Component Deployment
- Principle:Openai Openai node Tool Execution Loop
- Principle:FMInference FlexLLMGen CUDA Parallel Reduction
- Principle:Nightwatchjs Nightwatch Component Plugin Installation
- Principle:Allenai Open instruct Preference Collation
- Principle:Marker Inc Korea AutoRAG Trial Summary And Dashboard
- Principle:Openai Whisper Word Level Subtitle Output
- Principle:Google deepmind Dm control Terrain Arena Building
- Principle:MarketSquare Robotframework browser JavaScript Module Authoring
Implementations
- Implementation:Ucbepic Docetl MOARSearch Search
- Implementation:Ollama Ollama Imagegen Transfer
- Implementation:TobikoData Sqlmesh API Meta
- Implementation:Bentoml BentoML Secret DataClass
- Implementation:Langchain ai Langgraph AsyncPostgresSaver
- Implementation:Vibrantlabsai Ragas SimpleCriteriaScore
- Implementation:Ggml org Ggml Metal common
- Implementation:Vibrantlabsai Ragas AnswerSimilarity
- Implementation:Pytorch Serve Transformer Handler Config
- Implementation:Zai org CogVideo LLM Flux CogVideoX Pipeline
Heuristics
- Heuristic:Vibrantlabsai Ragas Concurrency And Retry Configuration
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:Duckdb Duckdb Test Development Guidelines
Environments
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Neuml Txtai API Server Configuration
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:Sgl project Sglang Python Dependencies
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Allenai Open instruct Beaker Cluster