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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:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:Dagster io Dagster Modal Serverless Pipeline
- Workflow:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Langgenius Dify Docker Deployment
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Mlc ai Web llm Chrome Extension Integration
Principles
- Principle:SqueezeAILab ETS Answer Extraction
- Principle:CrewAIInc CrewAI MCP Server Connection
- Principle:Farama Foundation Gymnasium REINFORCE Policy Gradient
- Principle:Tencent Ncnn Instance Segmentation
- Principle:Volcengine Verl GAE Advantage Estimation
- Principle:FMInference FlexLLMGen BFloat16 Mixed Precision Optimization
- Principle:FlowiseAI Flowise Role Based Access Control
- Principle:Sdv dev SDV HMA Synthesis
- Principle:Cleanlab Cleanlab Segmentation Label Issue Filtering
- Principle:Vespa engine Vespa Java Bootstrap and Maven Build
Implementations
- Implementation:Infiniflow Ragflow Knowledge Constants
- Implementation:FlagOpen FlagEmbedding RetroMAE Data
- Implementation:Kserve Kserve Alibi Helper
- Implementation:Huggingface Datatrove GopherQualityFilter
- Implementation:NVIDIA NeMo Curator IDGenerator
- Implementation:Datajuicer Data juicer ImageFaceCountFilter
- Implementation:ContextualAI HALOs Alignment Trainers
- Implementation:NVIDIA TransformerEngine PyTorch Quantizer Cpp
- Implementation:Eventual Inc Daft Decode Image
- Implementation:Mlflow Mlflow Database CLI
Heuristics
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:Togethercomputer Together python Retry Backoff Strategy
- Heuristic:Lucidrains X transformers Flash Attention Configuration
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:LaurentMazare Tch rs Safetensors Format Preference
- Heuristic:Testtimescaling Testtimescaling github io Hardcoded IDs vs Registry
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Sdv dev SDV Sampling Retry Tuning
Environments
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Apache Dolphinscheduler Database Backend
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Apache Spark Kubernetes Runtime
- Environment:Mit han lab Llm awq Python Runtime Environment