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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:Pola rs Polars Lazy Query Pipeline
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Apache Kafka Broker Startup
- Workflow:Avhz RustQuant Monte Carlo Option Pricing
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
- Workflow:Zai org CogVideo SAT Video Generation
- Workflow:Deepset ai Haystack Document Preprocessing Pipeline
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Text Encoding
- Principle:Ggml org Llama cpp Target Model Loading
- Principle:Webdriverio Webdriverio Gherkin Feature Specification
- Principle:Open compass VLMEvalKit MCQ Prompt Construction
- Principle:Eventual Inc Daft Table Creation
- Principle:Apache Flink Hadoop Compatibility
- Principle:OpenGVLab InternVL Mixed Preference Optimization
- Principle:Langchain ai Langgraph Language Model Configuration
- Principle:Mlc ai Web llm Chrome Extension Manifest
- Principle:Wandb Weave Call Execution
Implementations
- Implementation:Neuml Txtai Object Detection
- Implementation:Apache Hudi SchemaChangeUtils IsTypeUpdateAllow
- Implementation:Run llama Llama index PromptTemplate
- Implementation:Open compass VLMEvalKit Dynamath
- Implementation:Microsoft Playwright CrPdf
- Implementation:NVIDIA TransformerEngine TE LayerNormMLP
- Implementation:Apache Paimon AuthProviderFactory
- Implementation:Openai Openai python Response MCP List Tools Completed
- Implementation:Openai Openai python Response Reasoning Text Delta
- Implementation:Kornia Kornia Add Weighted
Heuristics
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
- Heuristic:Openai Openai python Retry Backoff Strategy
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:Allenai Open instruct Disable Dropout In RL
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:Openclaw Openclaw Conservative Error Retry Classification
Environments
- Environment:Pytorch Serve DeepSpeed Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:Openai Openai python Voice Helpers
- Environment:Sgl project Sglang GitHub Actions
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:Huggingface Trl Python Core Dependencies
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Getgauge Taiko Linux System Libraries