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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:Tensorflow Tfjs Pretrained Model Conversion And Inference
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Unstructured IO Unstructured Chunking And Embedding
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
Principles
- Principle:Mistralai Client python Stream Event Processing
- Principle:Facebookresearch Audiocraft Sample Management
- Principle:Langchain ai Langgraph Serialization Protocol
- Principle:DistrictDataLabs Yellowbrick Visualizer API Pattern
- Principle:Ggml org Llama cpp Grammar Constrained Generation
- Principle:AnswerDotAI RAGatouille Model Export
- Principle:Apache Spark Application Lifecycle Monitoring
- Principle:HKUDS AI Trader Agent Configuration
- Principle:Fastai Fastbook Tabular Preprocessing
- Principle:Sdv dev SDV Single Table Quality Evaluation
Implementations
- Implementation:Openai Openai python Shared Reasoning
- Implementation:Sgl project Sglang Speculative Chat
- Implementation:Microsoft Semantic kernel InProcessRuntime
- Implementation:NVIDIA NeMo Curator ArXiv URLGenerator
- Implementation:FlagOpen FlagEmbedding BGE Finetune Modeling
- Implementation:Pytorch Serve ArgParser For Worker
- Implementation:Deepset ai Haystack DocumentRecallEvaluator
- Implementation:Spotify Luigi JobTask MapReduce
- Implementation:DevExpress Testcafe Reporter Plugin System
- Implementation:Haifengl Smile NearestNeighborGraph
Heuristics
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:Kornia Kornia Gradient Detach Stability
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Hiyouga LLaMA Factory Quantized Training Best Practices
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Deepset ai Haystack Embedding Batch Size And Prefix
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
- Heuristic:Mage ai Mage ai HTTP Error Classification
Environments
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:BerriAI Litellm PostgreSQL Database