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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:Sgl project Sglang Online Serving With OpenAI API
- Workflow:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Googleapis Python genai Context Caching
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
- Workflow:Iterative Dvc Pipeline Reproduction
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Promptfoo Promptfoo LLM Evaluation
Principles
- Principle:CrewAIInc CrewAI Knowledge Ingestion
- Principle:Facebookresearch Audiocraft Exported Model Validation
- Principle:Zai org CogVideo Caption Output
- Principle:Huggingface Datatrove Document Filtering Framework
- Principle:Webdriverio Webdriverio Service Launcher Pattern
- Principle:Apache Beam Pipeline Translation
- Principle:SqueezeAILab ETS Answer Normalization And Grading
- Principle:Ray project Ray Release Validation Testing
- Principle:OpenHands OpenHands Nested Server Configuration
- Principle:Scikit learn Scikit learn Feature Selection
Implementations
- Implementation:Marker Inc Korea AutoRAG Raw And Corpus Schema
- Implementation:Promptfoo Promptfoo runAssertions
- Implementation:Microsoft Playwright FfPage
- Implementation:ArroyoSystems Arroyo Pipeline Outputs
- Implementation:Langchain ai Langgraph Serde Types
- Implementation:Sgl project Sglang Checkpoint Update
- Implementation:Facebookresearch Audiocraft JASCO generate music
- Implementation:Googleapis Python genai Interactions Utils
- Implementation:Arize ai Phoenix Add Span Annotation
- Implementation:Recommenders team Recommenders NCF NNI Utils
Heuristics
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Mage ai Mage ai Batch Size Tuning
Environments
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:Spotify Luigi Tornado Web Server
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Vllm project Vllm Distributed
- Environment:Datahub project Datahub Frontend Build
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Evidentlyai Evidently LLM Evaluation Environment