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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:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:Apache Shardingsphere Shadow Database Routing
- Workflow:Cypress io Cypress Project Setup and Configuration
- Workflow:Shiyu coder Kronos Single Series Prediction
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Allenai Open instruct Tulu3 Full Post Training
Principles
- Principle:Sdv dev SDV HMA Synthesis
- Principle:Mage ai Mage ai Schema Validation
- Principle:Online ml River Streaming Adjusted Rand
- Principle:AUTOMATIC1111 Stable diffusion webui Prompt encoding
- Principle:Vespa engine Vespa CPP Compilation
- Principle:Google deepmind Mujoco Resource Provider
- Principle:Google deepmind Mujoco PGS Solver
- Principle:OpenHands OpenHands Server Startup
- Principle:Lucidrains X transformers Segment Level Recurrence
- Principle:CarperAI Trlx Reward Function Design
Implementations
- Implementation:Apache Druid ContinuousChartRender
- Implementation:Kubeflow Pipelines XGBoost Predict On CSV Op
- Implementation:Apache Shardingsphere ShadowDataSourceMappingsRetrieverFactory NewInstance
- Implementation:Datahub project Datahub Chart Entity
- Implementation:Farama Foundation Gymnasium MultiBinary Space
- Implementation:Explodinggradients Ragas Swarm Convert Messages
- Implementation:Microsoft Semantic kernel SignalR GenerateDocumentsChat
- Implementation:Langfuse Langfuse PNPM Lockfile
- Implementation:Microsoft Onnxruntime OrtUtil
- Implementation:Isaac sim IsaacGymEnvs AllegroKukaTwoArmsBase
Heuristics
- Heuristic:Speechbrain Speechbrain Data Augmentation Defaults
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Datajuicer Data juicer Checkpoint Resumption Strategy
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
Environments
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Cypress io Cypress Linux Display Server
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Alibaba MNN Python Export Environment