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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:Dagster io Dagster Modal Serverless Pipeline
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:Ggml org Llama cpp Embedding Extraction
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Cypress io Cypress Project Setup and Configuration
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:Haotian liu LLaVA Benchmark Evaluation
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:Hpcaitech ColossalAI RAG Application
Principles
- Principle:Apache Beam Computation Configuration
- Principle:Apache Shardingsphere Versioned Change Persistence
- Principle:Openclaw Openclaw Daemon Installation
- Principle:Mlc ai Mlc llm Custom Request Routing
- Principle:HKUDS AI Trader Crypto Data Fetching
- Principle:Kserve Kserve Graph Component Deployment
- Principle:OpenHands OpenHands Business Route Mounting
- Principle:Fede1024 Rust rdkafka Manual Offset Management
- Principle:Haotian liu LLaVA Model Worker Inference
- Principle:Turboderp org Exllamav2 Device Management
Implementations
- Implementation:Explodinggradients Ragas MetricAnnotation Class
- Implementation:Elevenlabs Elevenlabs python GetKnowledgeBaseSummaryTextResponseModel
- Implementation:LMCache LMCache Memory Bloom Filter Strategy
- Implementation:Infiniflow Ragflow Date Utils
- Implementation:Ucbepic Docetl ThemeContext
- Implementation:CarperAI Trlx Logging
- Implementation:Langfuse Langfuse Seeder Orchestrator
- Implementation:Run llama Llama index ObjectIndex
- Implementation:Online ml River Preprocessing OneHotEncoder
- Implementation:Tensorflow Serving servable state h
Heuristics
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:Datahub project Datahub Spark Databricks Coalescing
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
- Heuristic:Fede1024 Rust rdkafka Sensitive Config Sanitization
Environments
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Obss Sahi Python Image Processing
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Openai Evals OpenAI API Configuration
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:Recommenders team Recommenders Spark Environment