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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:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Marker Inc Korea AutoRAG Pipeline Deployment
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:MaterializeInc Materialize CI Pipeline Generation
Principles
- Principle:Zai org CogVideo Video Encoding
- Principle:Eventual Inc Daft AI Image Embedding
- Principle:Ggml org Ggml Graph Computation Execution
- Principle:Huggingface Peft LoRA Configuration
- Principle:Run llama Llama index Evaluator Configuration
- Principle:Isaac sim IsaacGymEnvs Core Simulation Methods
- Principle:Facebookresearch Audiocraft Environment Setup
- Principle:Openclaw Openclaw Access Policy Configuration
- Principle:Huggingface Optimum Activation Capture via Hooks
- Principle:Anthropics Anthropic sdk python Provider Client Initialization
Implementations
- Implementation:TobikoData Sqlmesh Api Channels
- Implementation:Predibase Lorax Router Client Lib
- Implementation:Onnx Onnx Compose IO Map
- Implementation:FlagOpen FlagEmbedding Add Reranker Score Script
- Implementation:Online ml River Tree Splitter Random
- Implementation:NVIDIA NeMo Aligner Train GPT KTO
- Implementation:Predibase Lorax Validation Schema Extraction
- Implementation:Datajuicer Data juicer EntityAttributeAggregator
- Implementation:Microsoft Autogen AssistantAgent On Messages Stream
- Implementation:Run llama Llama index QueryPlanTool
Heuristics
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:DistrictDataLabs Yellowbrick NaN Data Handling
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
Environments
- Environment:Protectai Llm guard API Server Deployment
- Environment:DevExpress Testcafe Chrome Browser
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Ucbepic Docetl Python Runtime
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:Pytorch Serve DeepSpeed Environment
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Ggml org Llama cpp Vulkan GPU Environment