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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:Microsoft Playwright End to end test authoring
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:Run llama Llama index Data Ingestion Pipeline
- Workflow:Allenai Open instruct Reward Model Training
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:Apache Dolphinscheduler Datasource Connection Management
Principles
- Principle:Promptfoo Promptfoo Vulnerability Grading
- Principle:Fede1024 Rust rdkafka Mock Topic Management
- Principle:Avhz RustQuant Root Finding
- Principle:Scikit learn Scikit learn Train Test Splitting
- Principle:Roboflow Rf detr Model Deployment
- Principle:Getgauge Taiko Gauge Step Implementation
- Principle:Langchain ai Langchain Streaming Method Invocation
- Principle:FMInference FlexLLMGen DeepSpeed Initialization
- Principle:PeterL1n BackgroundMattingV2 Webcam capture
- Principle:Langgenius Dify Plugin Credential Configuration
Implementations
- Implementation:Huggingface Alignment handbook SFTTrainer Mid Training
- Implementation:SeleniumHQ Selenium Closure Dom Selection
- Implementation:Pyro ppl Pyro AffineBeta
- Implementation:NVIDIA NeMo Aligner CAI Utils
- Implementation:Infiniflow Ragflow Entrypoint And Server
- Implementation:Apache Druid DruidSqlAceMode
- Implementation:Infiniflow Ragflow UseUserSettingRequest Hooks
- Implementation:Datajuicer Data juicer FrequencySpecifiedFieldSelector
- Implementation:Recommenders team Recommenders Wide Deep Utils
- Implementation:Rapidsai Cuml KNN Sparse
Heuristics
- Heuristic:Microsoft Semantic kernel Custom HttpClient Retry Policy
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
- Heuristic:Huggingface Datasets Shuffle Buffer Sizing
- Heuristic:Deepset ai Haystack Embedding Batch Size And Prefix
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Anthropics Anthropic sdk python Streaming For Long Requests
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
Environments
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Unstructured IO Unstructured Libmagic
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Sgl project Sglang Runtime
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Langgenius Dify Python Backend Environment