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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:Togethercomputer Together python Chat Completion
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Lm sys FastChat Distributed Model Serving
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:InternLM Lmdeploy LLM API Server Deployment
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
Principles
- Principle:Apache Paimon Blob Schema Definition
- Principle:Sgl project Sglang OpenAI Client Configuration
- Principle:Openai Evals Model Based Classification
- Principle:Microsoft Agent framework Azure Chat Client Configuration
- Principle:Cypress io Cypress CI Binary Installation
- Principle:Lm sys FastChat Seq2Seq SFT Training
- Principle:Eventual Inc Daft API Boundary Protection
- Principle:Langchain ai Langgraph Functional Workflow Execution
- Principle:Deepspeedai DeepSpeed Supervised Fine Tuning
- Principle:Ggml org Llama cpp Model Management
Implementations
- Implementation:Kserve Kserve Verify Doc Links
- Implementation:Mlc ai Mlc llm Tokenizer
- Implementation:ArroyoSystems Arroyo Start Pipeline Modal
- Implementation:Avhz RustQuant Interpolator Trait
- Implementation:Openai Openai agents python RunResult
- Implementation:Sgl project Sglang LLaVA Video Pipeline
- Implementation:Nautechsystems Nautilus trader TestInstrumentProvider Factory
- Implementation:Teamcapybara Capybara Selenium Driver Specialization
- Implementation:Open compass VLMEvalKit MMHelix Minesweeper Eval
- Implementation:Apache Paimon BlobDescriptor Create and Serialize
Heuristics
- Heuristic:Apache Druid Sampler Limitations And Workarounds
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Anthropics Anthropic sdk python Streaming For Long Requests
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
Environments
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Spotify Luigi Python Runtime
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Unstructured IO Unstructured All Docs
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Datajuicer Data juicer Ray Cluster Environment