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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:Evidentlyai Evidently Data Drift Monitoring
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:Langchain ai Langchain Release Process
- Workflow:OpenBMB UltraFeedback Completion Generation
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
Principles
- Principle:OpenGVLab InternVL Image Transform Pipeline
- Principle:Ggml org Llama cpp Diffusion Text Generation
- Principle:Dagster io Dagster Time Based Partitioning
- Principle:Mistralai Client python SDK Installation
- Principle:Norrrrrrr lyn WAInjectBench Dynamic Detector Loading Image
- Principle:Mit han lab Llm awq AWQ Transform Application
- Principle:Promptfoo Promptfoo Application Logging
- Principle:Infiniflow Ragflow Document Store Indexing
- Principle:SeleniumHQ Selenium Grid Component Configuration
- Principle:Testtimescaling Testtimescaling github io Taxonomy Classification
Implementations
- Implementation:Mlc ai Mlc llm Radix Tree
- Implementation:Run llama Llama index BaseImageRetriever
- Implementation:Sgl project Sglang GGUF Quantization
- Implementation:Apache Paimon KeySerializer
- Implementation:Cypress io Cypress Cy Get Click Should
- Implementation:Mit han lab Llm awq LlavaMetaForCausalLM
- Implementation:SeleniumHQ Selenium Git Fork And Branch Pattern
- Implementation:Microsoft Agent framework Workflow Run
- Implementation:Langchain ai Langchain FireworksEmbeddings
- Implementation:Google deepmind Mujoco User Flexcomp
Heuristics
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:Vllm project Vllm Attention Backend Selection
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:CARLA simulator Carla Client Server Version Match
Environments
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Iterative Dvc Python Runtime
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Ucbepic Docetl Docker Deployment