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1,118
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:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Pyro ppl Pyro SVI Training
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Farama Foundation Gymnasium RL Agent Training Loop
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:ARISE Initiative Robosuite Teleoperation
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Deepspeedai DeepSpeed Pipeline Parallel Training
Principles
- Principle:Turboderp org Exllamav2 Device Management
- Principle:SeldonIO Seldon core Kubernetes Operator Orchestration
- Principle:DataExpert io Data engineer handbook DataFrame Equality Assertion
- Principle:Tensorflow Tfjs Converter Installation
- Principle:Eventual Inc Daft Row Filtering
- Principle:Langgenius Dify Dataset Creation
- Principle:OpenHands OpenHands Progress Notification
- Principle:Triton inference server Server Performance Analysis
- Principle:FMInference FlexLLMGen HELM Metric Computation
- Principle:Ray project Ray Java JAR Building
Implementations
- Implementation:Arize ai Phoenix ToolResponseHandlingEvaluator
- Implementation:Datajuicer Data juicer DAGExecutionStrategies
- Implementation:InternLM Lmdeploy RotaryEmbedding
- Implementation:Isaac sim IsaacGymEnvs Visualization Common
- Implementation:Langgenius Dify FetchMarketplaceCollections
- Implementation:Lance format Lance EncodingFuzzTests
- Implementation:Spotify Luigi Mustache Templating
- Implementation:Mlflow Mlflow Pyproject Generator
- Implementation:Pola rs Polars Group By Dynamic
- Implementation:Datahub project Datahub Sample BQ Data
Heuristics
- Heuristic:Unstructured IO Unstructured Golden File Diff
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
Environments
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Dotnet Machinelearning Platform Architecture Support
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Openai Whisper PyTorch CUDA
- Environment:Intel Ipex llm NPU Environment
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Vllm project Vllm CPU Runtime
- Environment:Pyro ppl Pyro Visualization Tools