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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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Browse by Category
| 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:Openai Openai agents python Human In The Loop Approval
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:Astronomer Astronomer cosmos TaskGroup dbt integration
Principles
- Principle:Apache Dolphinscheduler Task Reassignment
- Principle:PacktPublishing LLM Engineers Handbook Data Warehouse Portability
- Principle:Protectai Llm guard PII Anonymization
- Principle:BerriAI Litellm Model Selection
- Principle:Huggingface Datatrove CSV Data Reading
- Principle:Neuml Txtai Word Embedding Vectorization
- Principle:Mlc ai Web llm Function Calling Model Selection
- Principle:Bentoml BentoML Bento Artifact Management
- Principle:Microsoft LoRA LoRA Training Loop
- Principle:Marker Inc Korea AutoRAG Answer Generation
Implementations
- Implementation:Bitsandbytes foundation Bitsandbytes BitsAndBytesConfig 8bit
- Implementation:Ollama Ollama Llama Vocab
- Implementation:Langfuse Langfuse ObservationTypeMapper
- Implementation:Microsoft Playwright APIRequestContext Dispose
- Implementation:Scikit learn Scikit learn FetchSpeciesDistributions
- Implementation:Microsoft Autogen Studio Auth Manager
- Implementation:OpenHands OpenHands Button
- Implementation:Ggml org Llama cpp Lookup Stats
- Implementation:Cleanlab Cleanlab Regression Label Issue Manager
- Implementation:InternLM Lmdeploy DeviceComm
Heuristics
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
- Heuristic:Apache Beam Watermark Update Throttling
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:Apache Druid Capability Detection Strategy
Environments
- Environment:LMCache LMCache Python Runtime
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Getgauge Taiko Docker Container
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Tencent Ncnn Vulkan Environment
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Ollama Ollama Go Runtime