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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 Optimum GPTQ Quantization
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Sktime Pytorch forecasting TFT Hyperparameter Optimization
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:Romsto Speculative Decoding Interactive CLI Comparison
Principles
- Principle:MarketSquare Robotframework browser Plugin Loading Mechanism
- Principle:Pola rs Polars Streaming Engine Configuration
- Principle:Treeverse LakeFS Retention Rule Configuration
- Principle:Datajuicer Data juicer Distributed Pipeline Execution
- Principle:Online ml River Streaming Adjusted Rand
- Principle:Puppeteer Puppeteer Browser Launching
- Principle:Openai Openai agents python Tool Execution Loop
- Principle:Shiyu coder Kronos Tokenizer Loading
- Principle:MarketSquare Robotframework browser ES2015 Module Transpilation
- Principle:Apache Hudi End To End Schema Validation
Implementations
- Implementation:Ucbepic Docetl Directive ClarifyInstructions
- Implementation:Huggingface Open r1 Build Distilabel Pipeline
- Implementation:Pyro ppl Pyro ImproperUniform
- Implementation:Huggingface Optimum Download Model From HF
- Implementation:Puppeteer Puppeteer Versions Map
- Implementation:Apache Paimon AuthProviderFactory
- Implementation:Mistralai Client python Files Upload
- Implementation:Open compass VLMEvalKit EMMADataset
- Implementation:Online ml River Reco RandomNormal
- Implementation:Ollama Ollama Convert NomicBert
Heuristics
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Vllm project Vllm Attention Backend Selection
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
Environments
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Intel Ipex llm Windows Environment
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Sdv dev SDV Python Runtime