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:Mlflow Mlflow Model Logging and Registry
- Workflow:Onnx Onnx Model Creation
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Pola rs Polars Streaming Large Dataset Processing
- Workflow:Langgenius Dify Plugin Management
- Workflow:Groq Groq python Chat Completion
Principles
- Principle:Apache Hudi End To End Schema Validation
- Principle:Rapidsai Cuml Data Preparation For Clustering
- Principle:Elevenlabs Elevenlabs python Voice Cloning
- Principle:Tensorflow Tfjs Model Hosting
- Principle:Microsoft LoRA GLUE Data Download
- Principle:Openai Openai agents python Agent Level Guardrail Definition
- Principle:Lucidrains X transformers Belief State Training
- Principle:Datahub project Datahub Proto2DataHub Configuration
- Principle:Huggingface Datasets Schema Casting
- Principle:Puppeteer Puppeteer Browser Context Isolation
Implementations
- Implementation:CrewAIInc CrewAI RAG PostgreSQL Loader
- Implementation:Microsoft Agent framework SequentialBuilder Init
- Implementation:Langgenius Dify Debug Configuration Context
- Implementation:Apache Paimon TableSchema Python
- Implementation:Scikit learn Scikit learn Exceptions
- Implementation:Avhz RustQuant Curve get rate
- Implementation:Ggml org Llama cpp Ggml Backend Load All
- Implementation:Vibrantlabsai Ragas AnswerRelevancyV2
- Implementation:Ggml org Llama cpp Lookahead Decoding
- Implementation:CrewAIInc CrewAI Crew Training Config
Heuristics
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:Ucbepic Docetl Token Counting And Truncation
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:Apache Hudi Write Memory Tuning
Environments
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:Intel Ipex llm vLLM XPU Serving Environment
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Unstructured IO Unstructured All Docs