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:ContextualAI HALOs Model Evaluation
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:BerriAI Litellm Router Load Balancing
- Workflow:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
Principles
- Principle:Google research Deduplicate text datasets TFDS Deduplication Application
- Principle:Ollama Ollama MultimodalPipeline
- Principle:DistrictDataLabs Yellowbrick Scatter Feature Visualization
- Principle:Ray project Ray CI Reproducibility
- Principle:MarketSquare Robotframework browser Page State Assertion
- Principle:Ollama Ollama ToolCalling
- Principle:Sktime Pytorch forecasting DataLoader Creation
- Principle:Ucbepic Docetl LLM Powered Data Joining
- Principle:Openai Evals Solver Output Postprocessing
- Principle:Openai Openai python Fine Tuning Job Monitoring
Implementations
- Implementation:Ggml org Llama cpp CI Run
- Implementation:Wandb Weave Weave Publish
- Implementation:Iterative Dvc Api Experiments
- Implementation:SeleniumHQ Selenium ModuleGenerator
- Implementation:Kornia Kornia Focal Loss
- Implementation:Haosulab ManiSkill PullCube
- Implementation:Huggingface Datasets Split
- Implementation:Puppeteer Puppeteer Sort Test Expectations
- Implementation:Pyro ppl Pyro Rings
- Implementation:Openai Openai python Realtime Conversation Item Create
Heuristics
- Heuristic:ARISE Initiative Robosuite Observation Key Selection
- Heuristic:Neuml Txtai MacOS OpenMP Workaround
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:Microsoft Autogen Name Uniqueness Constraints
- Heuristic:Datajuicer Data juicer Checkpoint Resumption Strategy
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
Environments
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Ray project Ray Python Runtime Environment
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:FlowiseAI Flowise Database Environment