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:Turboderp org Exllamav2 Text Generation
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:Run llama Llama index RAG Query Pipeline
Principles
- Principle:Tensorflow Serving Hardware Tuning
- Principle:Promptfoo Promptfoo CI Pipeline Configuration
- Principle:Langchain ai Langgraph Entrypoint Definition
- Principle:Axolotl ai cloud Axolotl Experiment Tracking Integration
- Principle:Zai org CogVideo Model Loading and LoRA Injection
- Principle:Microsoft Playwright Identify Interception Targets
- Principle:Microsoft Agent framework Human in the Loop Request
- Principle:Openclaw Openclaw Agent Creation
- Principle:Apache Flink PyFlink Build Distribution
- Principle:Recommenders team Recommenders Benchmark Model Training
Implementations
- Implementation:OpenHands OpenHands GithubManager Receive Message
- Implementation:CarperAI Trlx Trlx Train Online
- Implementation:NVIDIA TransformerEngine GEMM C API
- Implementation:Haosulab ManiSkill DrawTriangle
- Implementation:Ggml org Llama cpp Vocab Header
- Implementation:NVIDIA DALI EfficientDet Layers
- Implementation:Risingwavelabs Risingwave JniCatalogWrapper LoadTable
- Implementation:Datahub project Datahub Chart Entity
- Implementation:Anthropics Anthropic sdk python BaseClient
- Implementation:Triton inference server Server CheckCopyright
Heuristics
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
- Heuristic:Microsoft DeepSpeedExamples RLHF Hyperparameter Guide
- Heuristic:Farama Foundation Gymnasium Seeding Determinism Best Practices
- Heuristic:Ray project Ray NaN Score Filtering In PBT
- Heuristic:Deepset ai Haystack BM25 Score Scaling
- Heuristic:Microsoft Autogen Name Uniqueness Constraints
Environments
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Explodinggradients Ragas Optional Metrics Environment
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Openai Openai agents python MCP Dependencies