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:Cypress io Cypress Local Development Environment
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:Alibaba MNN LLM Deployment Pipeline
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:Langchain ai Langchain Vector Store Operations
- Workflow:Apache Paimon Data Ingestion With Ray Sink
Principles
- Principle:Ggml org Llama cpp Tensor Debugging
- Principle:Kornia Kornia Inlier Extraction
- Principle:Cleanlab Cleanlab Integrated Label Issue Detection
- Principle:Confident ai Deepeval Function Tracing
- Principle:Haosulab ManiSkill Trajectory Replay Conversion
- Principle:Heibaiying BigData Notes HBase Connection Configuration
- Principle:Vespa engine Vespa Artifact Signing and Publishing
- Principle:Ggml org Llama cpp GrammarConstrained
- Principle:Mistralai Client python Azure Chat Completion
- Principle:Langgenius Dify Model and Prompt Configuration
Implementations
- Implementation:Openai Openai python Response Image Gen Call Partial
- Implementation:PrefectHQ Prefect Hello World Example
- Implementation:Bigscience workshop Petals RemoteGenerationMixin Generate With Session
- Implementation:DistrictDataLabs Yellowbrick ClassificationReport Visualizer
- Implementation:CarperAI Trlx NeMo ILQL Trainer
- Implementation:DevExpress Testcafe Testcafe CLI Entry
- Implementation:Explodinggradients Ragas Messages Module
- Implementation:Huggingface Datasets Audio
- Implementation:Apache Paimon SortMergeReader
- Implementation:Elevenlabs Elevenlabs python WebhookSignatureVerification
Heuristics
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Openclaw Openclaw Retry With Exponential Backoff
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Wandb Weave Batch Processing Tuning
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:ContextualAI HALOs Batch Size Divisibility
Environments
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:FlowiseAI Flowise Database Environment
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Intel Ipex llm Build Environment
- Environment:Sdv dev SDV Python Runtime