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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:Cypress io Cypress Local Development Environment
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:Pytorch Serve Large Model Inference
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:Mlc ai Web llm Structured Output Generation
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Volcengine Verl PPO Training With Reward Model
Principles
- Principle:Microsoft Semantic kernel Plugin Registration
- Principle:Huggingface Datasets Extension Module Mapping
- Principle:Deepset ai Haystack Evaluation Result Reporting
- Principle:Groq Groq python Batch Input Preparation
- Principle:Run llama Llama index Agent Execution
- Principle:Tensorflow Tfjs Recurrent Neural Networks
- Principle:Apache Paimon Table Configuration
- Principle:Datajuicer Data juicer Data Format Loading
- Principle:Huggingface Datatrove Repetition Filtering
- Principle:Webdriverio Webdriverio BrowserStack API Integration
Implementations
- Implementation:Apache Paimon AuthProvider
- Implementation:TobikoData Sqlmesh ModuleNavigation
- Implementation:Eric mitchell Direct preference optimization Canonical Dataset Format
- Implementation:OpenHands OpenHands SaasNestedConversationManager Create Runtime
- Implementation:Mlc ai Web llm Tool Choice Request
- Implementation:Scikit learn Scikit learn Accuracy Score
- Implementation:Lance format Lance BytePack
- Implementation:Open compass VLMEvalKit MMHelix Minesweeper Eval
- Implementation:EvolvingLMMs Lab Lmms eval GroundingMe Utils
- Implementation:Apache Flink HybridSource Builder
Heuristics
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:TobikoData Sqlmesh Fork Worker Tuning
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Openai Openai python Retry Backoff Strategy
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Mlc ai Mlc llm BLAS Dispatch Decision
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
Environments
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Huggingface Diffusers Training Environment
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:CarperAI Trlx Python Accelerate
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:Openai Openai agents python MCP Dependencies