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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:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Onnx Onnx Version Conversion
- Workflow:Kserve Kserve LLM Disaggregated Serving
- Workflow:BerriAI Litellm Proxy Server Deployment
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
Principles
- Principle:Huggingface Optimum Sharded Weight Loading
- Principle:Guardrails ai Guardrails Stream Result Handling
- Principle:MarketSquare Robotframework browser Node Dependency Initialization
- Principle:Langgenius Dify TanStack Query Integration
- Principle:Elevenlabs Elevenlabs python Text to Speech Conversion
- Principle:Ggml org Ggml Computation Graph Construction
- Principle:Ggml org Llama cpp ResourceManagement
- Principle:Mit han lab Llm awq Streaming Text Generation
- Principle:Zai org CogVideo Captioning Environment Setup
- Principle:Zai org CogVideo SAT Inference Configuration
Implementations
- Implementation:Explodinggradients Ragas Collections ContextRelevance Metric
- Implementation:CARLA simulator Carla TrafficManagerClient
- Implementation:Kornia Kornia Feature Matching Functions
- Implementation:Farama Foundation Gymnasium Env Registry Init
- Implementation:AnswerDotAI RAGatouille RAGPretrainedModel Search Encoded Docs
- Implementation:Vllm project Vllm Mergify Config
- Implementation:Lm sys FastChat ModelWorker Load And Generate
- Implementation:Datajuicer Data juicer LLMAnalysisFilter
- Implementation:Lance format Lance Tags CRUD
- Implementation:ArroyoSystems Arroyo Scheduler Trait
Heuristics
- Heuristic:NVIDIA NeMo Aligner DPO Sequence Packing Tips
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
- Heuristic:Trailofbits Fickling Allowlist Maintenance
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:Openai Openai python Structured Output Strict Schema
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:Lance format Lance Fragment Sizing Strategy
Environments
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Helicone Helicone Wrangler CLI
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Obss Sahi Python Detection Frameworks
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:Huggingface Datasets Search Dependencies
- Environment:Run llama Llama index Sentence Transformers Finetuning