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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:Guardrails ai Guardrails Structured Data Generation
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:Apache Airflow Core Release Process
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:Bigscience workshop Petals Distributed Text Generation
Principles
- Principle:Haotian liu LLaVA Feature Alignment Pretraining
- Principle:Apache Paimon Index Evaluation and Scoring
- Principle:SeleniumHQ Selenium Page Object Interaction Methods
- Principle:AUTOMATIC1111 Stable diffusion webui Attention Optimization
- Principle:Deepseek ai Janus Noise Initialization
- Principle:Microsoft Semantic kernel Search Provider Test Fixtures
- Principle:ARISE Initiative Robosuite Controller Configuration
- Principle:Datahub project Datahub Protobuf Compilation
- Principle:Openai Openai node Realtime Event Handling
- Principle:Helicone Helicone Provider Key Management
Implementations
- Implementation:Alibaba MNN Protobuf Descriptor PB H
- Implementation:Bitsandbytes foundation Bitsandbytes Diagnostics CLI
- Implementation:Mlc ai Mlc llm Attach Support Info
- Implementation:Run llama Llama index Reranker Dataset Gen
- Implementation:Isaac sim IsaacGymEnvs DR Utils Random Samples
- Implementation:Astronomer Astronomer cosmos DbtRunAirflowAsyncFactoryOperator
- Implementation:Datajuicer Data juicer LLMTaskRelevanceFilter
- Implementation:Apache Paimon Range
- Implementation:Hpcaitech ColossalAI DocumentLoader
- Implementation:Datahub project Datahub ExtensionRegistry Override
Heuristics
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:Langchain ai Langgraph Recursion Limit Tuning
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
Environments
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Vllm project Vllm CUDA Hopper
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:ClickHouse ClickHouse CI Docker Environment