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:Togethercomputer Together python Batch Inference
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Ggml org Llama cpp Interactive Chat
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:MaterializeInc Materialize CI Pipeline Generation
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:HKUDS AI Trader Multi Agent Comparison
Principles
- Principle:Bigscience workshop Petals Prompt Tuning
- Principle:Kubeflow Pipelines Reusable Component Loading
- Principle:DevExpress Testcafe Execution Parameter Tuning
- Principle:Mit han lab Llm awq NVILA Model Construction
- Principle:Hpcaitech ColossalAI GRPO Producer Setup
- Principle:Microsoft Agent framework Sequential Orchestration
- Principle:Puppeteer Puppeteer Cross Browser Configuration
- Principle:Pyro ppl Pyro Gradient Estimation
- Principle:Iamhankai Forest of Thought CGDM Answer Selection
- Principle:Fastai Fastbook Fine Tuning
Implementations
- Implementation:Hiyouga LLaMA Factory Processor Utils
- Implementation:Interpretml Interpret MorrisSensitivity
- Implementation:Scikit learn Scikit learn DecisionTreeClassifier
- Implementation:Ray project Ray Serve ReplicaConfig
- Implementation:InternLM Lmdeploy Logger
- Implementation:Treeverse LakeFS Java SDK Model Merge
- Implementation:Microsoft Playwright Trace Mode Config
- Implementation:TobikoData Sqlmesh Context Plan For Environment
- Implementation:Datahub project Datahub MetadataChangeProposalWrapper Init
- Implementation:Getgauge Taiko Button
Heuristics
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
Environments
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Tensorflow Serving Python Client Environment
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Axolotl ai cloud Axolotl Multi GPU