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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:Ollama Ollama OpenAI API Compatibility
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Mit han lab Llm awq AWQ Model Quantization
Principles
- Principle:CARLA simulator Carla Simulation Replay
- Principle:Apache Shardingsphere SPI Rule Building
- Principle:Google deepmind Mujoco Model Compilation
- Principle:Google deepmind Mujoco Offscreen Rendering
- Principle:Lucidrains X transformers DPO Wrapper Setup
- Principle:Farama Foundation Gymnasium Reward Transformation
- Principle:Ray project Ray Cross Language Deserialization
- Principle:OpenHands OpenHands Sandbox Command Execution
- Principle:Tensorflow Serving Kubernetes Cluster Creation
- Principle:Sail sg LongSpec GLIDE Model Initialization
Implementations
- Implementation:Apache Spark Release Build Finalize
- Implementation:Apache Beam Twister2PipelineOptions
- Implementation:Alibaba MNN RapidJSON Pointer
- Implementation:Tencent Ncnn Setup Py
- Implementation:Unstructured IO Unstructured Detect Filetype
- Implementation:Microsoft Onnxruntime CPU GradientControl
- Implementation:Interpretml Interpret VisRenderer
- Implementation:Langgenius Dify UseTriggers
- Implementation:VainF Torch Pruning Measure Latency
- Implementation:Datajuicer Data juicer RemoveNonChineseCharacterlMapper
Heuristics
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:Vibrantlabsai Ragas Concurrency And Retry Configuration
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:Tencent Ncnn NMS Threshold Tuning
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
Environments
- Environment:Apache Druid Integration Test Docker
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:Apache Kafka Docker Build Environment
- Environment:Openai Openai python Voice Helpers
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Openai Openai node Node 20 Runtime
- Environment:Apache Paimon Python Core Runtime
- Environment:Intel Ipex llm NPU Cpp Environment