Main Page
27,667
Total Pages
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.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
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:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Alibaba ROLL RLVR Training Pipeline
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:ARISE Initiative Robosuite Teleoperation
Principles
- Principle:VainF Torch Pruning LLM Config Update
- Principle:Explodinggradients Ragas Tool Call Accuracy Evaluation
- Principle:Pytorch Serve Speculative Decoding Inference
- Principle:OWASP Www project top 10 for large language model applications Vulnerability Categorization and Voting
- Principle:Ucbepic Docetl Top K Document Retrieval
- Principle:Heibaiying BigData Notes MapReduce Partitioner
- Principle:FlowiseAI Flowise Template Marketplace
- Principle:Ggml org Llama cpp RecurrentMemory
- Principle:Webdriverio Webdriverio BrowserStack Accessibility Testing
- Principle:Online ml River Holt Winters Forecasting
Implementations
- Implementation:Nautechsystems Nautilus trader ParquetDataCatalog Write Data
- Implementation:Openai Openai python CLI Entry Point
- Implementation:Webdriverio Webdriverio XPath Parser
- Implementation:CARLA simulator Carla Sensor Stop Destroy
- Implementation:Vespa engine Vespa Predicate Search ABI Spec
- Implementation:SeleniumHQ Selenium QUnit
- Implementation:NVIDIA NeMo Aligner Custom Checkpoint Callback
- Implementation:Online ml River Optim Averager
- Implementation:Microsoft Autogen Studio Datamodel Types
- Implementation:Ray project Ray Ray Shutdown
Heuristics
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:Microsoft Autogen Model Context Limiting
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:LaurentMazare Tch rs MPS Weight Loading Workaround
- Heuristic:TobikoData Sqlmesh Forward Only Safety
Environments
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:Vllm project Vllm Intel XPU
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Truera Trulens Python Core Environment
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment