Main Page
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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:Huggingface Diffusers Checkpoint Conversion
- Workflow:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:Triton inference server Server Quickstart Model Deployment
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:Pyro ppl Pyro MCMC Inference
Principles
- Principle:Eventual Inc Daft Arrow FFI Compatibility
- Principle:Microsoft DeepSpeedExamples RLHF Engine Initialization
- Principle:Trailofbits Fickling Pickle VM Tracing
- Principle:EvolvingLMMs Lab Lmms eval Results Output
- Principle:Microsoft BIPIA Training Data Construction
- Principle:Webdriverio Webdriverio MonadPattern
- Principle:ClickHouse ClickHouse Streaming JSON Tokenization
- Principle:Scikit learn Scikit learn Model Instantiation
- Principle:Ollama Ollama GGUF Model Conversion DeepSeek2
- Principle:Huggingface Transformers Pipeline Forward Pass
Implementations
- Implementation:FlowiseAI Flowise UsersView
- Implementation:Langgenius Dify Doc Paths Types
- Implementation:Alibaba ROLL WanTrainingModule Forward
- Implementation:EvolvingLMMs Lab Lmms eval GroupConfig
- Implementation:Lakeraai Pint benchmark Eval Function Callback
- Implementation:Apache Druid PortalBubble
- Implementation:Turboderp org Exllamav2 Ext Norm
- Implementation:FMInference FlexLLMGen HELM Scenario Pipeline
- Implementation:Ollama Ollama ConvertAdapter
- Implementation:Roboflow Rf detr ORT InferenceSession
Heuristics
- Heuristic:Vllm project Vllm Attention Backend Selection
- Heuristic:Microsoft Onnxruntime Convergence Debugging Tips
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Huggingface Datasets Flatten Indices Performance
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
Environments
- Environment:Sgl project Sglang Grafana
- Environment:Allenai Open instruct Docker Container
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Huggingface Datatrove Python Runtime
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Wandb Weave Python SDK Runtime