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:Apache Beam Dataflow Streaming Execution
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:Turboderp org Exllamav2 Text Generation
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
Principles
- Principle:Turboderp org Exllamav2 Image Embedding Extraction
- Principle:Huggingface Datasets CSV Dataset Building
- Principle:Microsoft DeepSpeedExamples SuperOffload Environment
- Principle:Nightwatchjs Nightwatch Lifecycle Hooks
- Principle:Lakeraai Pint benchmark Prompt Injection Detection
- Principle:Vllm project Vllm Multimodal Prompt Formatting
- Principle:Openai Whisper Segment Assembly
- Principle:Cleanlab Cleanlab Issue Reporting
- Principle:Lm sys FastChat Arena Battle UI
- Principle:Marker Inc Korea AutoRAG Test Dataset Evaluation
Implementations
- Implementation:Google deepmind Dm control Composer Task
- Implementation:Google deepmind Mujoco Engine Forward Header
- Implementation:Google deepmind Mujoco User Init
- Implementation:Microsoft Playwright NetworkDispatchers
- Implementation:ARISE Initiative Robomimic Rollout
- Implementation:Huggingface Datasets Value
- Implementation:Treeverse LakeFS Java SDK Model StagingLocation
- Implementation:Rapidsai Cuml SVM C API
- Implementation:Langchain ai Langchain Chroma Constructor
- Implementation:Apache Druid Date Parsing And Timezone Conversion
Heuristics
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:Ucbepic Docetl Token Counting And Truncation
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
- Heuristic:Promptfoo Promptfoo Transient Error Classification
Environments
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:Sgl project Sglang GitHub Actions
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Cypress io Cypress Browser Requirements
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:CrewAIInc CrewAI Optional Provider Dependencies