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1,118
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:Rapidsai Cuml GPU Clustering
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:Duckdb Duckdb Building From Source
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Deepspeedai DeepSpeed AutoTP Training
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
- Workflow:Ggml org Llama cpp Text Generation
Principles
- Principle:Cohere ai Cohere python Message Construction
- Principle:AUTOMATIC1111 Stable diffusion webui Inpainting Pipeline
- Principle:Risingwavelabs Risingwave Iceberg Sink Integration
- Principle:Anthropics Anthropic sdk python API Request Execution
- Principle:Anthropics Anthropic sdk python Output Schema Definition
- Principle:CARLA simulator Carla Recording Introspection
- Principle:ChenghaoMou Text dedup Suffix Array Construction
- Principle:Ggml org Llama cpp Apple Platform Build
- Principle:Scikit learn Scikit learn Regression Metrics
- Principle:ArroyoSystems Arroyo Connection Testing
Implementations
- Implementation:Elevenlabs Elevenlabs python RecordingResponse
- Implementation:Kserve Kserve Alibi Helper
- Implementation:Interpretml Interpret BoosterCore Hpp
- Implementation:Openai Openai python Response Content Part Done Event
- Implementation:Datahub project Datahub ProtobufMessage
- Implementation:Infiniflow Ragflow Time Utils
- Implementation:Marker Inc Korea AutoRAG GradioRunner Run Web
- Implementation:Triton inference server Server Launch Triton Server Script
- Implementation:TA Lib Ta lib python Setup Py Build
- Implementation:Onnx Onnx Gen Doc
Heuristics
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:Dagster io Dagster Lazy Import Pattern
- Heuristic:TobikoData Sqlmesh Forward Only Safety
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
Environments
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Openai Evals Python Runtime
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Huggingface Datatrove Python Runtime