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:Ollama Ollama Model Pull And Run
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Kornia Kornia Image Stitching Panorama
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:Neuml Txtai Model Training
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Vespa engine Vespa CI CD build pipeline
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:Huggingface Diffusers DreamBooth Personalization
Principles
- Principle:Helicone Helicone Cost Computation
- Principle:Huggingface Optimum Calibration Data Preparation
- Principle:CarperAI Trlx Q Value Guided Generation
- Principle:Langgenius Dify Workflow Execution Monitoring
- Principle:Facebookresearch Audiocraft Audio Token Decoding
- Principle:OpenHands OpenHands Conversation Initiation
- Principle:Dotnet Machinelearning SSA Forecasting Configuration
- Principle:Evidentlyai Evidently Grafana Visualization
- Principle:Nightwatchjs Nightwatch Lifecycle Hooks
- Principle:Mit han lab Llm awq LM Evaluation Harness Adaptation
Implementations
- Implementation:LaurentMazare Tch rs Tensor Convert
- Implementation:CARLA simulator Carla SignalType
- Implementation:Interpretml Interpret BoosterCore Hpp
- Implementation:NVIDIA NeMo Curator FineWebEduClassifier
- Implementation:Risingwavelabs Risingwave DbzChangeEventConsumer
- Implementation:Vibrantlabsai Ragas BleuScore
- Implementation:Haosulab ManiSkill ProcTHORMeta
- Implementation:Neuml Txtai LiteLLM Pipeline
- Implementation:FlagOpen FlagEmbedding EmbedderRunner Run
- Implementation:ClickHouse ClickHouse Defines
Heuristics
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
Environments
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Openai Openai node Node 20 Runtime
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Predibase Lorax Model Source Credentials
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:Trailofbits Fickling PyTorch