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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:Mage ai Mage ai Destination Data Loading
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:Protectai Llm guard Scanner Benchmarking
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:Deepspeedai DeepSpeed Pipeline Parallel Training
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Guardrails ai Guardrails Structured Data Generation
Principles
- Principle:SqueezeAILab ETS Answer Normalization And Grading
- Principle:Haosulab ManiSkill LeRobot Format Export
- Principle:Iterative Dvc Artifact Resolution
- Principle:AUTOMATIC1111 Stable diffusion webui Diffusion Sampling Methods
- Principle:Isaac sim IsaacGymEnvs Robot Controller Configuration
- Principle:ARISE Initiative Robosuite Operational Space Control
- Principle:ARISE Initiative Robomimic Train Validation Split
- Principle:ClickHouse ClickHouse Network Address Representation
- Principle:ArroyoSystems Arroyo Pipeline Shutdown
- Principle:Helicone Helicone Cost Computation
Implementations
- Implementation:Online ml River Optim Momentum
- Implementation:Infiniflow Ragflow Next Request
- Implementation:FlowiseAI Flowise ExecutionsListTable
- Implementation:AUTOMATIC1111 Stable diffusion webui SD3 Implementations
- Implementation:NVIDIA NeMo Curator RayActorPoolAdapter
- Implementation:Langfuse Langfuse Dataset Run Items Converters
- Implementation:Neuml Txtai NetworkX Graph
- Implementation:Infiniflow Ragflow Admin EmailForm Component
- Implementation:ClickHouse ClickHouse Decimal
- Implementation:FlowiseAI Flowise MarketplaceCanvasNode
Heuristics
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
Environments
- Environment:Apache Kafka Docker Build Environment
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Dagster io Dagster GRPC Communication
- Environment:LMCache LMCache Python Runtime
- Environment:Apache Paimon Optional Extensions
- Environment:Sgl project Sglang Distributed
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Protectai Llm guard API Server Deployment
- Environment:Tensorflow Serving Docker Runtime Environment