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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:Apache Dolphinscheduler Datasource Plugin Development
- Workflow:Microsoft Onnxruntime Python Inference Pipeline
- Workflow:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Langchain ai Langgraph Human in the Loop Agent
- Workflow:Volcengine Verl Supervised Fine Tuning
- Workflow:Google research Deduplicate text datasets Single file deduplication
Principles
- Principle:Webdriverio Webdriverio Configuration Management
- Principle:Turboderp org Exllamav2 Vision Tower Loading
- Principle:Eventual Inc Daft Row Counting
- Principle:Arize ai Phoenix OTel Dependency Setup
- Principle:Iterative Dvc Experiment Result Capture
- Principle:Ucbepic Docetl Entity Link Resolution
- Principle:Langgenius Dify Component Testing
- Principle:Microsoft Playwright Define Agent Actions with Perform
- Principle:Apache Flink Compaction Request Triggering
- Principle:Farama Foundation Gymnasium Space Abstraction
Implementations
- Implementation:Microsoft Autogen FunctionTool Init
- Implementation:Mit han lab Llm awq VILA15 Demo
- Implementation:Avhz RustQuant DateRollingConvention
- Implementation:Haosulab ManiSkill Merge Trajectories Func
- Implementation:Ollama Ollama Llama Vocab Types
- Implementation:SeleniumHQ Selenium ScriptKey
- Implementation:Tencent Ncnn Arcface Example
- Implementation:Eventual Inc Daft AI Embed Image
- Implementation:Microsoft DeepSpeedExamples Create Critic Model
- Implementation:Huggingface Peft Constants
Heuristics
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Microsoft BIPIA Delta Weight CPU Loading
- Heuristic:Apache Dolphinscheduler Netty Thread Sizing
- Heuristic:TobikoData Sqlmesh Snapshot TTL Defaults
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:Triton inference server Server Dynamic Batching Tuning
- Heuristic:Mage ai Mage ai HTTP Error Classification
- Heuristic:Kserve Kserve Prefix Cache Consistency
Environments
- Environment:Getgauge Taiko Node Runtime
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Pytorch Serve DeepSpeed Environment
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Infiniflow Ragflow Docker Infrastructure