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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:FlowiseAI Flowise Document Store Ingestion
- Workflow:SeleniumHQ Selenium Page Object Pattern Testing
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:Roboflow Rf detr ONNX Export
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:Arize ai Phoenix Prompt Management Pipeline
Principles
- Principle:Apache Dolphinscheduler Frontend Build Configuration
- Principle:Online ml River ODAC Clustering
- Principle:Bigscience workshop Petals Block Selection
- Principle:MaterializeInc Materialize Workflow Function Authoring
- Principle:Nautechsystems Nautilus trader Live Trading Node Setup
- Principle:ARISE Initiative Robomimic Algorithm Instantiation
- Principle:OWASP Www project top 10 for large language model applications Threat Modeling Against Top 10
- Principle:OpenBMB UltraFeedback Critique Annotation
- Principle:Sail sg LongSpec Math Equivalence Evaluation
- Principle:Langfuse Langfuse OTel Input Output Extraction
Implementations
- Implementation:Microsoft Playwright Server Selectors
- Implementation:TobikoData Sqlmesh Button
- Implementation:Evidentlyai Evidently Legacy IsValidJSON Feature
- Implementation:CrewAIInc CrewAI Selenium Scraping Tool
- Implementation:Run llama Llama index Pooling
- Implementation:Gretelai Gretel synthetics DGAN Build
- Implementation:Unslothai Unsloth RawTextDataLoader
- Implementation:Webdriverio Webdriverio EnvDetector
- Implementation:Guardrails ai Guardrails ValidatorPackageService
- Implementation:Haifengl Smile NearestNeighborGraph
Heuristics
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Protectai Llm guard Token Limit Early Guard
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
Environments
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment