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1,118
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:Langfuse Langfuse Prompt management lifecycle
- Workflow:Onnx Onnx Reference Evaluation
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:Apache Kafka Docker Image Release
- Workflow:Mistralai Client python Function Calling
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:Lance format Lance Table Optimization
Principles
- Principle:Huggingface Datasets Progress Reporting
- Principle:Scikit learn contrib Imbalanced learn Package Initialization
- Principle:Marker Inc Korea AutoRAG Pipeline Query Execution
- Principle:InternLM Lmdeploy Generation Configuration
- Principle:Deepset ai Haystack Documentation Navigation Structure
- Principle:Cohere ai Cohere python Rerank Response Processing
- Principle:DistrictDataLabs Yellowbrick Missing Data Visualization
- Principle:Googleapis Python genai Pagination
- Principle:Run llama Llama index Batch Evaluation Setup
- Principle:ClickHouse ClickHouse SIMD Memory Comparison
Implementations
- Implementation:Webdriverio Webdriverio WdioUtils Constants
- Implementation:FlowiseAI Flowise WorkspaceView
- Implementation:Ollama Ollama XServer Show
- Implementation:AnswerDotAI RAGatouille RAGTrainer Train
- Implementation:ArroyoSystems Arroyo Test Input Data
- Implementation:CARLA simulator Carla Traffic Generation Script
- Implementation:ClickHouse ClickHouse Dpkg Rpm Install
- Implementation:Elevenlabs Elevenlabs python ApiIntegrationWebhookToolConfigOutput
- Implementation:Iterative Dvc Resolve Data Sources
- Implementation:OpenHands OpenHands ClusteredConversationManager Redis Subscribe
Heuristics
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
- Heuristic:Infiniflow Ragflow Reranking Weight Tuning
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
Environments
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Huggingface Diffusers Training Environment
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Interpretml Interpret Python Core Environment
- Environment:Apache Kafka JVM Runtime Environment
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Snorkel team Snorkel PySpark