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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:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:Openai Openai python Image Generation
- Workflow:Heibaiying BigData Notes HBase Java CRUD Operations
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:Unstructured IO Unstructured Chunking And Embedding
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
Principles
- Principle:Microsoft DeepSpeedExamples Large Model Loading
- Principle:Microsoft Playwright Configure AI Agent Provider
- Principle:Google deepmind Dm control Manipulation Episode Loop
- Principle:Deepspeedai DeepSpeed Pipeline Module Construction
- Principle:Helicone Helicone MCP Type Generation
- Principle:Deepset ai Haystack Structured Logging
- Principle:Ucbepic Docetl Playground Setup
- Principle:Iamhankai Forest of Thought LLM as Judge
- Principle:ARISE Initiative Robosuite Trajectory Interpolation
- Principle:Online ml River Anomaly Detection Evaluation
Implementations
- Implementation:PacktPublishing LLM Engineers Handbook FastLanguageModel For Inference
- Implementation:Microsoft DeepSpeedExamples Run Generation
- Implementation:Datahub project Datahub Container Key Guid Generator
- Implementation:Helicone Helicone Dev Server Startup
- Implementation:Dagster io Dagster Asset Decorator
- Implementation:Bentoml BentoML IO Descriptor Pandas
- Implementation:TobikoData Sqlmesh FileExplorer DragLayer
- Implementation:Microsoft Autogen Studio MCP Prompts Tab
- Implementation:CrewAIInc CrewAI RAG Webpage Loader
- Implementation:Huggingface Peft Update And Allocate
Heuristics
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
Environments
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Onnx Onnx Cpp Build Environment
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Huggingface Diffusers Training Environment
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:Arize ai Phoenix Python Runtime
- Environment:Snorkel team Snorkel PySpark
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Openclaw Openclaw Gateway Network Ports