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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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|---|---|---|
| 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:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Run llama Llama index ReAct Agent
- Workflow:OpenGVLab InternVL Benchmark Evaluation
Principles
- Principle:Confident ai Deepeval Retriever Span Enrichment
- Principle:Pola rs Polars Query Plan Inspection
- Principle:Guardrails ai Guardrails Stream Chunk Processing
- Principle:Langgenius Dify Frontend Architecture
- Principle:Huggingface Datatrove Data Reading Framework
- Principle:Huggingface Datatrove Token Counting
- Principle:Online ml River Streaming Classification Metrics
- Principle:FlowiseAI Flowise Variable Management
- Principle:Alibaba MNN Diffusion Inference Execution
- Principle:SeleniumHQ Selenium PageFactory Initialization
Implementations
- Implementation:ARISE Initiative Robosuite Reset From Xml String
- Implementation:Langfuse Langfuse API Dataset Items Schema
- Implementation:Princeton nlp Tree of thought llm Solve BFS
- Implementation:Kornia Kornia SSIM Metric
- Implementation:Ollama Ollama Imagegen Engine Main
- Implementation:Promptfoo Promptfoo Plugins Data Catalog
- Implementation:Neuml Txtai RetrieveTask
- Implementation:Facebookresearch Habitat lab Agent ABC
- Implementation:Diagram of thought Diagram of thought Rigor Protocol Configuration
- Implementation:LLMBook zh LLMBook zh github io Encode With BPE
Heuristics
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
Environments
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Sktime Pytorch forecasting Optuna Tuning Dependencies
- Environment:Openai Openai python Voice Helpers
- Environment:Pola rs Polars Cloud Storage Environment