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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:AnswerDotAI RAGatouille Document Indexing And Search
- Workflow:Deepspeedai DeepSpeed ZeRO Distributed Training
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Apache Airflow Core Release Process
- Workflow:OpenRLHF OpenRLHF Rejection Sampling
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Mage ai Mage ai API Source Extraction
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:Openai Openai python Audio Processing
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
Principles
- Principle:MaterializeInc Materialize Multi Backend Data Ingestion
- Principle:Helicone Helicone Registry Snapshot Testing
- Principle:Huggingface Datasets JSON Export
- Principle:Helicone Helicone Plan Upgrade
- Principle:OpenGVLab InternVL Conversation Template System
- Principle:Mlc ai Web llm Embedding Input Formatting
- Principle:Helicone Helicone Application Services
- Principle:Neuml Txtai Index Persistence
- Principle:Helicone Helicone API Specification
- Principle:Mlfoundations Open flamingo Benchmark Dataset Loading
Implementations
- Implementation:Speechbrain Speechbrain Whisper HFTransformersInterface
- Implementation:Romsto Speculative Decoding Speculative Generate
- Implementation:Mlc ai Mlc llm Medusa Model
- Implementation:Openai Openai node Embeddings Resource
- Implementation:CARLA simulator Carla Extract Spawn Points Tool
- Implementation:Spotify Luigi MongoTarget
- Implementation:CARLA simulator Carla Sensor Listen
- Implementation:Treeverse LakeFS Java SDK Model ObjectStats
- Implementation:Openai Openai node ZodFunction
- Implementation:Volcengine Verl Initialize Tools From Config
Heuristics
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:Unstructured IO Unstructured Chunk Size Tuning
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
Environments
- Environment:Openai Evals OpenAI API Configuration
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Kserve Kserve Gateway API
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Interpretml Interpret Python Core Environment
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Iamhankai Forest of Thought OpenAI API Credentials