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:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Sktime Pytorch forecasting TFT Hyperparameter Optimization
- Workflow:Run llama Llama index Data Ingestion Pipeline
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:Microsoft Onnxruntime Python Inference Pipeline
Principles
- Principle:Spcl Graph of thoughts Language Model Abstraction
- Principle:Openai Openai node Realtime Connection
- Principle:Langgenius Dify Web App Sharing
- Principle:Online ml River Multiclass Decomposition
- Principle:Eventual Inc Daft Window Functions
- Principle:Apache Shardingsphere Exclusive Operation Management
- Principle:Eventual Inc Daft Iceberg Catalog Creation
- Principle:Guardrails ai Guardrails Guard Pydantic Factory
- Principle:Hiyouga LLaMA Factory Proximal Policy Optimization
- Principle:Pyro ppl Pyro Simulator Based Inference
Implementations
- Implementation:LLMBook zh LLMBook zh github io FilterPassageByLangs Filter Single Text
- Implementation:Langchain ai Langgraph StoreBatchOperations
- Implementation:Fede1024 Rust rdkafka ClientConfig Builder
- Implementation:Arize ai Phoenix Prompts Create
- Implementation:Apache Dolphinscheduler AbstractClusterSubscribeListener Notify
- Implementation:Alibaba MNN Express Optimizer
- Implementation:Microsoft Playwright Electron
- Implementation:Hiyouga LLaMA Factory Base Engine
- Implementation:Togethercomputer Together python Evaluation Resource
- Implementation:Dagster io Dagster Dbt Asset Check Integration
Heuristics
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Apache Airflow Scheduler Performance Tuning
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:Mlc ai Web llm Low Resource Model Selection
Environments
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Kserve Kserve GPU Accelerator
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:FlowiseAI Flowise Database Environment
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Treeverse LakeFS Spark GC Environment