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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:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:TobikoData Sqlmesh Environment management
Principles
- Principle:ARISE Initiative Robosuite Object Grouping
- Principle:BerriAI Litellm Environment Configuration
- Principle:Datahub project Datahub Patch Based Updates
- Principle:Sdv dev SDV Constraint Integration
- Principle:Guardrails ai Guardrails Guard Pydantic Factory
- Principle:Lance format Lance Tag Management
- Principle:Openclaw Openclaw Log Inspection
- Principle:Avdvg InjectGuard Evaluation And Metrics
- Principle:Danijar Dreamerv3 Distributed Logger Aggregation
- Principle:Openclaw Openclaw Gateway Server Startup
Implementations
- Implementation:BerriAI Litellm MCP Tools
- Implementation:Haosulab ManiSkill RecordEpisode Wrapper
- Implementation:ARISE Initiative Robosuite MinkController
- Implementation:Haotian liu LLaVA Merge LoRA Weights
- Implementation:FlagOpen FlagEmbedding BGE Coder Run Generation
- Implementation:NVIDIA DALI KernelTraits
- Implementation:Evidentlyai Evidently Metric Types
- Implementation:TobikoData Sqlmesh Plan Hooks
- Implementation:Wandb Weave Prompt Classes
- Implementation:Cohere ai Cohere python DatasetPart Model
Heuristics
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Datajuicer Data juicer Checkpoint Resumption Strategy
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:Pola rs Polars Streaming For Large Datasets
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Avdvg InjectGuard Module Level Initialization
Environments
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Lance format Lance Rust Toolchain