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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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|---|---|---|
| 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:SeleniumHQ Selenium Contributor Development Workflow
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Apache Paimon Table Read Write
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
Principles
- Principle:Helicone Helicone Marketing Attribution
- Principle:Apache Flink Two Phase Commit Preparation
- Principle:Marker Inc Korea AutoRAG Results Dashboard
- Principle:Webdriverio Webdriverio ServiceArchitecture
- Principle:Apache Airflow Provider Release Process
- Principle:FMInference FlexLLMGen HELM Scenario Configuration
- Principle:AUTOMATIC1111 Stable diffusion webui Image Gallery
- Principle:Haosulab ManiSkill Camera Depth Sensor Abstraction
- Principle:TA Lib Ta lib python Abstract Function Instantiation
- Principle:Huggingface Trl SFT Training Execution
Implementations
- Implementation:Snorkel team Snorkel Scorer Score
- Implementation:Wandb Weave WeaveClient Create Call
- Implementation:TobikoData Sqlmesh Common Input
- Implementation:Arize ai Phoenix OpenAI Adapter
- Implementation:Microsoft Agent framework OpenAIResponsesClient Init
- Implementation:Datajuicer Data juicer DialogSentimentDetectionMapper
- Implementation:OpenHands OpenHands SetAuthCookieMiddleware
- Implementation:Datajuicer Data juicer DJ MCP Granular Ops
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Builder
- Implementation:Kserve Kserve LLM Decode Template
Heuristics
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Cleanlab Cleanlab Label Quality Scoring Method Selection
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:Sdv dev SDV CTGAN Column Performance
- Heuristic:CarperAI Trlx PEFT LoRA Integration
Environments
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Neuml Txtai Python Core Environment
- Environment:Apache Kafka Committer Tools Environment
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Zai org CogVideo Diffusers Finetuning Environment