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:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:Mlc ai Mlc llm REST API Serving
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Apache Paimon Table Read Write
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:Cypress io Cypress Binary Build and Release
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:Huggingface Diffusers Text to Image Inference
Principles
- Principle:Sktime Pytorch forecasting Samformer Architecture
- Principle:Confident ai Deepeval Framework Instrumentation
- Principle:Neuml Txtai Dimensionality Reduction
- Principle:TobikoData Sqlmesh CICD Bot Configuration
- Principle:Datajuicer Data juicer QA Calibration
- Principle:Ucbepic Docetl Peripheral Context Gathering
- Principle:Ggml org Llama cpp CI Testing
- Principle:Danijar Dreamerv3 Distributed Logger Aggregation
- Principle:Mbzuai oryx Awesome LLM Post training Paper Corpus Review
- Principle:Haosulab ManiSkill RL Evaluation Checkpointing
Implementations
- Implementation:Dotnet Machinelearning LdaDocumentSampler
- Implementation:Protectai Llm guard Output Sentiment
- Implementation:Neuml Txtai Labels
- Implementation:Microsoft Playwright ChannelOwner
- Implementation:Kubeflow Kubeflow Release Handbook Process
- Implementation:FlowiseAI Flowise PublicExecutionDetails
- Implementation:Langchain ai Langchain BaseChatOpenAI With Structured Output
- Implementation:AUTOMATIC1111 Stable diffusion webui StableDiffusionProcessingTxt2Img
- Implementation:EvolvingLMMs Lab Lmms eval aime utils
- Implementation:Run llama Llama index GuidelineEvaluator
Heuristics
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:Apache Flink Bin Packing Complexity Guard
- Heuristic:NVIDIA NeMo Aligner PPO Critic Warmup Tip
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
Environments
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Mistralai Client python Python SDK Environment
- Environment:Protectai Modelscan H5py Optional
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:NVIDIA TransformerEngine Python PyTorch Requirements
- Environment:Helicone Helicone Cloudflare Workers Runtime