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:Langgenius Dify App Creation and Configuration
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Langgenius Dify Application Creation
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:Langchain ai Langgraph ReAct Agent Creation
Principles
- Principle:Speechbrain Speechbrain Speaker Verification Scoring
- Principle:Princeton nlp Tree of thought llm Result Validation
- Principle:Webdriverio Webdriverio UtilityPattern
- Principle:Treeverse LakeFS GC Job Execution
- Principle:Wandb Weave Prompt Versioning
- Principle:Apache Dolphinscheduler Parameter Validation And Transformation
- Principle:Iterative Dvc Experiment Pipeline Execution
- Principle:Elevenlabs Elevenlabs python Text Source Preparation
- Principle:Norrrrrrr lyn WAInjectBench Image Embedding Initialization
- Principle:Pola rs Polars Dynamic Temporal Aggregation
Implementations
- Implementation:Apache Druid ExpressionMenu
- Implementation:Google deepmind Mujoco Filament Model Util
- Implementation:Neuml Txtai Embeddings Save Load
- Implementation:Ggml org Ggml Virtgpu backend
- Implementation:Haifengl Smile DataType System
- Implementation:Openai Openai agents python Tool Input Guardrail Decorator
- Implementation:Avhz RustQuant GarmanKohlhagen83 Model
- Implementation:SeleniumHQ Selenium FederatedCredentialManagementDialog
- Implementation:FlowiseAI Flowise OpenAIAssistantLayout
- Implementation:Online ml River Base Estimator
Heuristics
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
Environments
- Environment:Truera Trulens Python Core Environment
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Avhz RustQuant Rust Stable
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:BerriAI Litellm Observability Stack
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA