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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:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Puppeteer Puppeteer Cross Browser Automation
Principles
- Principle:Apache Shardingsphere Active Version Switching
- Principle:Langgenius Dify SecurityValidation
- Principle:Kserve Kserve TrainedModel Registration
- Principle:Openai Openai node Tool Loop Resolution
- Principle:Neuml Txtai Multi Vector Encoding
- Principle:Langgenius Dify ReactPatterns
- Principle:Ggml org Llama cpp Android Inference
- Principle:Huggingface Diffusers Pipeline Level Quantization
- Principle:Bigscience workshop Petals Autoregressive Generation
- Principle:Webdriverio Webdriverio BrowserStack Capability Management
Implementations
- Implementation:Bentoml BentoML Buildx Backend
- Implementation:Microsoft Playwright APIRequestContext Fetch
- Implementation:Iterative Dvc Repo Imp Db
- Implementation:Fede1024 Rust rdkafka Message Trait Methods
- Implementation:BerriAI Litellm Search API Router
- Implementation:Cleanlab Cleanlab Multilabel Issue Manager
- Implementation:Infiniflow Ragflow DatasetCommonItem Component
- Implementation:Lance format Lance Java ReserveFragmentsOp
- Implementation:AUTOMATIC1111 Stable diffusion webui Resize Handle
- Implementation:Facebookresearch Habitat lab Rearrange V2 World
Heuristics
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Kornia Kornia Gradient Detach Stability
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:Hiyouga LLaMA Factory Quantized Training Best Practices
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Langchain ai Langchain Warning Deprecated Langchain Classic
Environments
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:BerriAI Litellm Observability Stack
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Tensorflow Tfjs Python Converter
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:FlowiseAI Flowise Node Runtime Environment