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Total Pages
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:Risingwavelabs Risingwave CDC Data Replication
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Volcengine Verl Vision Language Model RL Training
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Microsoft Autogen Tool Augmented Agent
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
Principles
- Principle:Duckdb Duckdb Random Number Generation
- Principle:Mlc ai Mlc llm Model Library Compilation
- Principle:FlagOpen FlagEmbedding Distributed Reranker Training
- Principle:Huggingface Transformers Model Loading For Training
- Principle:Promptfoo Promptfoo Configuration Loading
- Principle:Huggingface Datasets Stream Iteration
- Principle:Marker Inc Korea AutoRAG Serve And Monitor
- Principle:CARLA simulator Carla Content Asset Management
- Principle:Ggml org Llama cpp HTTP Utilities
- Principle:Langgenius Dify Deployment Upgrade
Implementations
- Implementation:Microsoft Playwright UsKeyboardLayout
- Implementation:Microsoft Playwright Generate Font Families
- Implementation:Hpcaitech ColossalAI Train RM Script
- Implementation:Hiyouga LLaMA Factory WebUI Train Component
- Implementation:Risingwavelabs Risingwave ConnectorService Main
- Implementation:Openai Openai python Response Input Image Param
- Implementation:Openai Openai python Response Create Params
- Implementation:Langfuse Langfuse Ingestion Event Schemas
- Implementation:Sdv dev SDV GaussianCopulaSynthesizer Init
- Implementation:CARLA simulator Carla RssRestrictor
Heuristics
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:Openai Whisper KV Cache Optimization
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
Environments
- Environment:Intel Ipex llm vLLM XPU Serving Environment
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Apache Beam Java Build Environment