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:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:Allenai Open instruct Tulu3 Full Post Training
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:Googleapis Python genai Context Caching
- Workflow:Unstructured IO Unstructured Performance Profiling
Principles
- Principle:Webdriverio Webdriverio Gherkin Feature Specification
- Principle:OpenGVLab InternVL Vision Encoder LoRA
- Principle:Huggingface Datatrove Language Identification
- Principle:Webdriverio Webdriverio Local Tunnel Connectivity
- Principle:DataTalksClub Data engineering zoomcamp Dbt Testing And Documentation
- Principle:Tensorflow Serving Type Safe Erasure
- Principle:Marker Inc Korea AutoRAG Test Dataset Evaluation
- Principle:PeterL1n BackgroundMattingV2 ONNX validation
- Principle:Cohere ai Cohere python Client Initialization
- Principle:Apache Kafka Artifact Signing
Implementations
- Implementation:BerriAI Litellm PostHog Logger
- Implementation:TobikoData Sqlmesh Information
- Implementation:Arize ai Phoenix PromptVersionTags Create
- Implementation:Togethercomputer Together python Evaluation CLI
- Implementation:Microsoft LoRA Utils QA
- Implementation:Lance format Lance Text Column Schema
- Implementation:CARLA simulator Carla PythonUtil
- Implementation:Ucbepic Docetl ApiUtils
- Implementation:Promptfoo Promptfoo Plugins Data Catalog
- Implementation:NVIDIA TransformerEngine Ops Sequential
Heuristics
- Heuristic:PeterL1n BackgroundMattingV2 ONNX Patch Method Compatibility
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Pola rs Polars Use Spawn Not Fork Multiprocessing
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
Environments
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Interpretml Interpret Visualization Environment
- Environment:ThreeSR Awesome Inference Time Scaling GitHub Account Environment
- Environment:FlowiseAI Flowise Database Environment
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Run llama Llama index Python LlamaIndex Core