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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:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Kserve Kserve LLM Disaggregated Serving
- Workflow:Openai Openai python Chat Completion
Principles
- Principle:Apache Airflow Monitoring Observability
- Principle:ARISE Initiative Robomimic Train Validation Split
- Principle:Huggingface Datatrove Tokenized Dataset Loading
- Principle:Tensorflow Tfjs Pooling Operations
- Principle:Scikit learn Scikit learn Gaussian Process
- Principle:Cypress io Cypress Framework Detection
- Principle:OpenGVLab InternVL Conversation Template System
- Principle:Langgenius Dify Frontend Architecture
- Principle:TA Lib Ta lib python Candlestick Pattern Detection
- Principle:ContextualAI HALOs LM Eval Benchmarking
Implementations
- Implementation:NVIDIA TransformerEngine Debug Fake Quant
- Implementation:Promptfoo Promptfoo writeOutput
- Implementation:Apache Paimon FormatTableWrite
- Implementation:Infiniflow Ragflow TagFeatureItem Component
- Implementation:Microsoft Playwright Electron
- Implementation:Kornia Kornia Add Weighted
- Implementation:Marker Inc Korea AutoRAG Runner Init
- Implementation:Datajuicer Data juicer Multimodal Utils
- Implementation:Microsoft Autogen Studio Common Fields
- Implementation:Huggingface Trl SFTTrainer Train
Heuristics
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Datahub project Datahub Validation Across All APIs
- Heuristic:Duckdb Duckdb Unity Build Strategy
Environments
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Pola rs Polars GPU Execution Environment
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies