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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:Kserve Kserve Canary Rollout Deployment
- Workflow:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
- Workflow:Avhz RustQuant Yield Curve Construction
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Predibase Lorax Structured JSON Output
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
Principles
- Principle:TobikoData Sqlmesh Ongoing Interval Processing
- Principle:Google deepmind Dm control Soccer Environment Loading
- Principle:Triton inference server Server Vertex AI Integration
- Principle:LLMBook zh LLMBook zh github io Mixture of Experts Routing
- Principle:DataTalksClub Data engineering zoomcamp Stream Output Sink
- Principle:Sdv dev SDV Synthesizer Persistence
- Principle:Scikit learn Scikit learn Pipeline Execution
- Principle:Huggingface Datasets Arrow Dataset Building
- Principle:Eventual Inc Daft Distributed Scaling Ray
- Principle:NVIDIA NeMo Aligner Reward Model Architecture Selection
Implementations
- Implementation:Langchain ai Langchain BaseChatOpenAI Stream Implementation
- Implementation:Microsoft Playwright ManualPromise
- Implementation:Lance format Lance AccumulationQueue
- Implementation:Romsto Speculative Decoding InferenceCLI
- Implementation:Facebookresearch Habitat lab GuiThrowHelper
- Implementation:Langfuse Langfuse Webhook Automation Repository
- Implementation:AUTOMATIC1111 Stable diffusion webui Sample hr pass
- Implementation:Bentoml BentoML GRPC Utils
- Implementation:Infiniflow Ragflow Dealer Retrieval
- Implementation:Avhz RustQuant ISO 4217
Heuristics
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Iamhankai Forest of Thought Early Stop Majority Vote
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:LaurentMazare Tch rs CuDNN Benchmark Mode
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:Protectai Modelscan Stricter Zip Detection
- Heuristic:Unstructured IO Unstructured Golden File Diff
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
Environments
- Environment:HKUDS AI Trader API Credentials
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Datahub project Datahub Docker Runtime