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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:LMCache LMCache P2P KV Cache Sharing
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Kubeflow Kubeflow Release Management
- Workflow:EvolvingLMMs Lab Lmms eval Custom Task Creation
- Workflow:Online ml River Time Series Forecasting
- Workflow:Farama Foundation Gymnasium Policy Gradient Training
- Workflow:Microsoft LoRA NLU GLUE Finetuning
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
Principles
- Principle:HKUDS AI Trader Price Data Fetching
- Principle:Microsoft Semantic kernel RAG Chat Augmentation
- Principle:Tensorflow Tfjs Task Head Construction
- Principle:Scikit learn Scikit learn Feature Transformation
- Principle:Openai Openai python Chat Completion Request
- Principle:Pyro ppl Pyro Epidemiological Modeling
- Principle:ARISE Initiative Robosuite Visual Feedback Wrapping
- Principle:Apache Flink Partition Management
- Principle:Arize ai Phoenix Batch Span Annotation
- Principle:Arize ai Phoenix Prompt Retrieval
Implementations
- Implementation:AUTOMATIC1111 Stable diffusion webui StableDiffusionProcessingImg2Img
- Implementation:Mistralai Client python Ocr Process
- Implementation:LaurentMazare Tch rs Torch Jit Trace
- Implementation:Speechbrain Speechbrain Brain Fit CTC
- Implementation:Fede1024 Rust rdkafka FFI Error Helpers
- Implementation:Kornia Kornia Load Image
- Implementation:FlowiseAI Flowise Breadcrumbs
- Implementation:Datajuicer Data juicer SpecialCharactersFilter
- Implementation:ARISE Initiative Robosuite FourierHands
- Implementation:Apache Druid WorkbenchHistoryDialog
Heuristics
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:Microsoft Autogen Parallel Tool Call Safety
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Microsoft Playwright Browser Specific Workarounds
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:Vibrantlabsai Ragas Concurrency And Retry Configuration
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
Environments
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Ollama Ollama CGo Runtime
- Environment:LMCache LMCache Python Runtime
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment