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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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|---|---|---|
| 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:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:Turboderp org Exllamav2 Text Generation
- Workflow:Huggingface Diffusers Model Quantization
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Microsoft Playwright End to end test authoring
Principles
- Principle:Huggingface Transformers Model Lifecycle Management
- Principle:Snorkel team Snorkel Multitask Training Execution
- Principle:Tensorflow Tfjs Weight Constraints
- Principle:Mage ai Mage ai Source Connector Scaffolding
- Principle:Neuml Txtai Agent Embeddings Database
- Principle:Elevenlabs Elevenlabs python Client Initialization
- Principle:Tencent Ncnn Neural Network Inference
- Principle:Allenai Open instruct Tensor Caching
- Principle:Mbzuai oryx Awesome LLM Post training Repository Publishing
- Principle:Iterative Dvc Target Resolution
Implementations
- Implementation:Openai Openai python Response Image Gen Call Partial
- Implementation:MarketSquare Robotframework browser New Context For API
- Implementation:Tensorflow Serving Model Service pb2 grpc
- Implementation:HKUDS AI Trader Calculate Metrics
- Implementation:Speechbrain Speechbrain Speaker Dataio Prep
- Implementation:Openai Openai python Multipart File Handling
- Implementation:OpenHands OpenHands GithubV1CallbackProcessor Call
- Implementation:FlagOpen FlagEmbedding Training Data JSONL Format
- Implementation:Webdriverio Webdriverio XPath Converter
- Implementation:InternLM Lmdeploy AttentionCtaMap
Heuristics
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
- Heuristic:OpenBMB UltraFeedback Score 10 Anomaly Correction
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:Kubeflow Kubeflow Issue Routing To Sub Repos
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
Environments
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Pola rs Polars Python Runtime Environment
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Deepset ai Haystack GPU Device Environment