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:TobikoData Sqlmesh Dbt project migration
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:Allenai Open instruct Reward Model Training
- Workflow:Mage ai Mage ai API Source Extraction
- Workflow:Iterative Dvc Data Tracking
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:SeldonIO Seldon core Model Explainability
Principles
- Principle:Deepset ai Haystack File Type Routing
- Principle:TobikoData Sqlmesh CICD Bot Configuration
- Principle:Mit han lab Llm awq Activation Aware Weight Quantization
- Principle:CARLA simulator Carla Sensor Attachment
- Principle:CARLA simulator Carla Python API Build
- Principle:Apache Airflow Trigger Handling
- Principle:Openai Openai node File Processing Verification
- Principle:AUTOMATIC1111 Stable diffusion webui Image output saving
- Principle:FlowiseAI Flowise Chat History Management
- Principle:Eventual Inc Daft Documentation Notebook Generation
Implementations
- Implementation:Ucbepic Docetl ScraperPage
- Implementation:Teamcapybara Capybara Minitest Assertions
- Implementation:Huggingface Datasets Json Builder
- Implementation:Apache Paimon SstFileReader
- Implementation:PrefectHQ Prefect Client Delete Flow Run
- Implementation:Ollama Ollama ParseFromModel
- Implementation:Huggingface Diffusers DreamBooth Args
- Implementation:Speechbrain Speechbrain Train FluentSpeechCommands
- Implementation:ChenghaoMou Text dedup MinHash Check False Positives
- Implementation:Duckdb Duckdb Brotli Platform
Heuristics
- Heuristic:Langchain ai Langgraph Recursion Limit Tuning
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:Testtimescaling Testtimescaling github io Skip CI Commit Tag
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Openai Whisper Log Probability Threshold
- Heuristic:Huggingface Peft LoRA Default Configuration
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
Environments
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Ollama Ollama Go Runtime
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Neuml Txtai GPU Accelerator Detection