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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:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:Mlc ai Web llm Function Calling
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:Huggingface Optimum FX Graph Optimization
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:Lance format Lance Full Text Search
- Workflow:Haifengl Smile Nearest Neighbor Search
Principles
- Principle:Mit han lab Llm awq INT4 Weight Packing
- Principle:SeldonIO Seldon core Explanation Generation
- Principle:Zai org CogVideo Latent Perceptual Loss
- Principle:Ollama Ollama CLIArchitecture
- Principle:Ucbepic Docetl Optimizer Configuration
- Principle:Interpretml Interpret Global Explanation Generation
- Principle:Huggingface Diffusers Video Decoding Export
- Principle:Langgenius Dify Indexing Progress Monitoring
- Principle:Langchain ai Langchain Test PyPI Publishing
- Principle:Webdriverio Webdriverio Local Tunnel Connectivity
Implementations
- Implementation:Microsoft Semantic kernel AddStepFromProcess
- Implementation:BerriAI Litellm Model Response
- Implementation:Pyro ppl Pyro TorchDistributionMixin
- Implementation:Zai org CogVideo RIFE Loss Functions
- Implementation:Langgenius Dify I18n App Debug Translations
- Implementation:LMCache LMCache LMCacheEngine Retrieve
- Implementation:Facebookresearch Audiocraft GeneralUtils
- Implementation:Microsoft DeepSpeedExamples VisProjection
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Loadsave
- Implementation:Google deepmind Dm control Environment Reset Step
Heuristics
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
- Heuristic:Datahub project Datahub Validation Across All APIs
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
Environments
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:Avhz RustQuant Rust Stable
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Iterative Dvc DVC Environment Variables
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:Alibaba MNN Python Export Environment