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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:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Microsoft Playwright AI agent driven testing
- Workflow:DevExpress Testcafe CLI Test Execution
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
Principles
- Principle:Google deepmind Mujoco Model IO
- Principle:Treeverse LakeFS S3 Data Reading
- Principle:Openai Whisper Segment Assembly
- Principle:MarketSquare Robotframework browser Installation Verification
- Principle:Microsoft Playwright Launch Codegen
- Principle:Zai org CogVideo Video Tokenization
- Principle:ClickHouse ClickHouse TCP Server Startup
- Principle:Roboflow Rf detr Roboflow Authentication
- Principle:LMCache LMCache KV Cache Storage
- Principle:Ggml org Llama cpp DiffusionGeneration
Implementations
- Implementation:Hiyouga LLaMA Factory Logging
- Implementation:Apache Paimon StringUtils
- Implementation:Apache Druid RegexpFilterControl
- Implementation:Mlflow Mlflow Clint Symbol Index
- Implementation:Bentoml BentoML Environment Types
- Implementation:Nightwatchjs Nightwatch Element Global API
- Implementation:Confident ai Deepeval Constants Module
- Implementation:Cypress io Cypress RunModule Start
- Implementation:Huggingface Trl DPOTrainer Evaluate Save
- Implementation:Ollama Ollama Imagegen Server
Heuristics
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:Microsoft BIPIA OpenAI Rate Limit Retry
- Heuristic:Speechbrain Speechbrain Nonfinite Loss Handling
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Datahub project Datahub Venv Copies Mode
Environments
- Environment:Lance format Lance Rust Toolchain
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Togethercomputer Together python API Credentials
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Sgl project Sglang CUDA SM100
- Environment:Togethercomputer Together python Fine Tuning Data Requirements