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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:Allenai Open instruct DPO Preference Tuning
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:Googleapis Python genai Image Generation Pipeline
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:Allenai Open instruct GRPO Reinforcement Learning
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
Principles
- Principle:BerriAI Litellm Deployment Definition
- Principle:Spotify Luigi Dependency Chaining
- Principle:Huggingface Datasets AudioFolder Dataset Building
- Principle:Openai Openai agents python Guardrail Execution
- Principle:OWASP Www project top 10 for large language model applications Vulnerability Testing
- Principle:Tensorflow Serving Source Routing
- Principle:Microsoft Autogen Handoff Routing
- Principle:TobikoData Sqlmesh Virtual Layer Update
- Principle:Apache Airflow Structlog Logging
- Principle:Openai Openai agents python Hosted Tool Configuration
Implementations
- Implementation:Kornia Kornia Rgb Conversions
- Implementation:Promptfoo Promptfoo Strategies Data Catalog
- Implementation:Mlfoundations Open flamingo Save checkpoint
- Implementation:DistrictDataLabs Yellowbrick Drawing Utilities
- Implementation:BerriAI Litellm Health Check Helpers
- Implementation:Hpcaitech ColossalAI AGIEvalDataset
- Implementation:Elevenlabs Elevenlabs python WorkspaceResourceType
- Implementation:Mlc ai Mlc llm Prefix Cache
- Implementation:Facebookresearch Habitat lab KeyMapping
- Implementation:Haotian liu LLaVA LLaVA Conversation Format
Heuristics
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:Apache Shardingsphere Worker ID Reservation Strategy
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
Environments
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Intel Ipex llm NPU Environment
- Environment:Sgl project Sglang Python Dependencies
- Environment:NVIDIA NeMo Aligner NeMo Framework GPU Environment
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Lance format Lance Cloud Storage Credentials