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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:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Shiyu coder Kronos Qlib Finetuning
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Vespa engine Vespa CI CD build pipeline
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Apache Flink Async Sink Lifecycle
Principles
- Principle:Google deepmind Dm control Rendering Backend Configuration
- Principle:Fede1024 Rust rdkafka Cluster Metadata Inspection
- Principle:Kornia Kornia ONNX Dependency Setup
- Principle:Bigscience workshop Petals Speculative Decoding
- Principle:OpenHands OpenHands Token Refresh
- Principle:Webdriverio Webdriverio CapabilityIntrospection
- Principle:Predibase Lorax Inference Request Construction
- Principle:Turboderp org Exllamav2 Layer Quantization
- Principle:ArroyoSystems Arroyo UDF Lifecycle Management
- Principle:OpenHands OpenHands Integration Router Mounting
Implementations
- Implementation:Helicone Helicone Nvm Node Setup
- Implementation:Interpretml Interpret TensorTotalsBuild
- Implementation:Openai Openai node Beta RealtimeWS
- Implementation:Lm sys FastChat Basic Stats
- Implementation:Elevenlabs Elevenlabs python AuthSettings
- Implementation:HKUDS AI Trader Calculate Metrics
- Implementation:Open compass VLMEvalKit SFE
- Implementation:Apache Flink ArrayResultIterator
- Implementation:Mistralai Client python Azure ChatCompletionStreamRequest
- Implementation:Microsoft Playwright Comparators
Heuristics
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:DevExpress Testcafe CDP Performance Monitoring
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:LaurentMazare Tch rs Safetensors Format Preference
Environments
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Sgl project Sglang Python Dependencies
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:CARLA simulator Carla Simulation Runtime