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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:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Mit han lab Llm awq AWQ Model Evaluation
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
Principles
- Principle:Shiyu coder Kronos Single Series Forecasting
- Principle:Langgenius Dify Processing Node Configuration
- Principle:Microsoft Playwright Configure Trace Collection
- Principle:Isaac sim IsaacGymEnvs Policy Training Loop
- Principle:Trailofbits Fickling Pickle VM Tracing
- Principle:Helicone Helicone Asynchronous Log Queuing
- Principle:Avhz RustQuant Foreign Exchange
- Principle:Microsoft Autogen Function Tool Definition
- Principle:FMInference FlexLLMGen Data Wrangling Batch Inference
- Principle:Datahub project Datahub CLI Installation
Implementations
- Implementation:Openai Openai python Response Failed Webhook
- Implementation:Apache Shardingsphere ShadowRule GetShadowDataSourceMappings
- Implementation:Facebookresearch Habitat lab HabitatEvaluator evaluate agent
- Implementation:SeleniumHQ Selenium Closure Testing PerformanceTimer
- Implementation:Farama Foundation Gymnasium REINFORCE Update
- Implementation:Explodinggradients Ragas ImageTextPrompt Class
- Implementation:Farama Foundation Gymnasium Make Vec
- Implementation:Ggml org Ggml Cpu x86 quants
- Implementation:Kserve Kserve LocalModel Manager Deployment
- Implementation:MaterializeInc Materialize Mzexplore Module
Heuristics
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:Scikit learn Scikit learn Random State Management
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
Environments
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Microsoft Autogen Studio Server Environment
- Environment:BerriAI Litellm Python Runtime
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Mlc ai Mlc llm OpenCL Android Environment