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:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Microsoft Onnxruntime Python Inference Pipeline
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:Apache Spark Standalone Cluster Deployment
Principles
- Principle:Apache Paimon Global Index Scan Building
- Principle:Volcengine Verl Environment Setup
- Principle:Eventual Inc Daft SQL Query Execution
- Principle:AUTOMATIC1111 Stable diffusion webui Progress Reporting
- Principle:Allenai Open instruct Reward Verification
- Principle:Princeton nlp Tree of thought llm Thought Generation
- Principle:Vllm project Vllm Output Processing
- Principle:Ggml org Ggml Quantization API
- Principle:DevExpress Testcafe CDP Browser Control
- Principle:Langchain ai Langgraph Graph Compilation
Implementations
- Implementation:Promptfoo Promptfoo runAssertions
- Implementation:Apache Hudi CompactOperator ProcessElement
- Implementation:CrewAIInc CrewAI RAG PostgreSQL Loader
- Implementation:Recommenders team Recommenders Conjugate Gradient MS
- Implementation:OpenHands OpenHands OrgService Validate Name Uniqueness
- Implementation:Confident ai Deepeval Constants Module
- Implementation:Bentoml BentoML OTLPMonitor
- Implementation:Infiniflow Ragflow EmbedAppModal Component
- Implementation:AUTOMATIC1111 Stable diffusion webui UniPC Solver
- Implementation:Dagster io Dagster Helm Test Fixtures
Heuristics
- Heuristic:Sktime Pytorch forecasting Batch Size Selection
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
Environments
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Obss Sahi Python Pycocotools
- Environment:NVIDIA TransformerEngine Python PyTorch Requirements
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:Evidentlyai Evidently Grafana Monitoring Environment