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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:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Ggml org Llama cpp Interactive Chat
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Iterative Dvc Pipeline Reproduction
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Interpretml Interpret Model Explanation And Visualization
Principles
- Principle:Online ml River DataFrame Stream Ingestion
- Principle:Astronomer Astronomer cosmos Project Path Configuration
- Principle:Spcl Graph of thoughts Result Serialization
- Principle:Apache Flink Two Phase Commit Preparation
- Principle:NVIDIA TransformerEngine Gemma TE Model Entry Point
- Principle:Scikit learn Scikit learn Classification Prediction
- Principle:Huggingface Trl PPO Model Saving and Evaluation
- Principle:Cypress io Cypress Project Configuration
- Principle:Microsoft Agent framework YAML Agent Loading
- Principle:Huggingface Alignment handbook Model Saving and Publishing
Implementations
- Implementation:Vespa engine Vespa Feed Client API ABI Spec
- Implementation:Roboflow Rf detr Onnx Simplify
- Implementation:Apache Paimon Factory
- Implementation:Getgauge Taiko TypeScript Definitions
- Implementation:Huggingface Datatrove GopherRepetitionFilter
- Implementation:AUTOMATIC1111 Stable diffusion webui Soft Inpainting
- Implementation:NVIDIA TransformerEngine FusedAdam
- Implementation:Ray project Ray Serve DAGNode
- Implementation:OpenHands OpenHands OrgService Get Owner Role
- Implementation:BerriAI Litellm Proxy Config Loader
Heuristics
- Heuristic:Huggingface Peft LoRA Default Configuration
- Heuristic:Mage ai Mage ai HTTP Error Classification
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Rapidsai Cuml Dask Data Partitioning
- Heuristic:Avhz RustQuant Learning Rate Tuning
- Heuristic:Marker Inc Korea AutoRAG One Dataset Per Project Directory
- Heuristic:Deepset ai Haystack Embedding Batch Size And Prefix
Environments
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Openai Openai node WebSocket Dependency
- Environment:OpenHands OpenHands Integration Credentials