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:Pyro ppl Pyro SVI Training
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:Axolotl ai cloud Axolotl DPO Preference Alignment
- Workflow:Scikit learn Scikit learn Cross Validation Evaluation
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
Principles
- Principle:Openclaw Openclaw Tool Policy Configuration
- Principle:Kubeflow Pipelines Data Format Conversion
- Principle:Neuml Txtai Keyword Scoring
- Principle:Huggingface Datatrove Japanese Word Tokenization
- Principle:Recommenders team Recommenders Spark Evaluation Metrics
- Principle:LaurentMazare Tch rs BPE Tokenization
- Principle:Haosulab ManiSkill Asset Download Loading
- Principle:Ggml org Llama cpp Structured Output
- Principle:Ggml org Llama cpp ConstrainedGeneration
- Principle:OpenHands OpenHands Provider Authentication
Implementations
- Implementation:ARISE Initiative Robosuite Robotiq85Gripper
- Implementation:Recommenders team Recommenders K8s Utils
- Implementation:Microsoft Playwright Client Errors
- Implementation:Cleanlab Cleanlab Multilabel Find Label Issues
- Implementation:Vespa engine Vespa Bootstrap And Java Sh
- Implementation:Lance format Lance JNI Fragment
- Implementation:Guardrails ai Guardrails Faiss
- Implementation:Infiniflow Ragflow Settings Constants
- Implementation:InternLM Lmdeploy Gemm Utils
- Implementation:Hiyouga LLaMA Factory WebUI Locales
Heuristics
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
- Heuristic:Neuml Txtai MacOS OpenMP Workaround
- Heuristic:MarketSquare Robotframework browser GRPC Response Chunking
- Heuristic:Huggingface Diffusers VAE Scaling Factors
- Heuristic:Pola rs Polars Use Spawn Not Fork Multiprocessing
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:Recommenders team Recommenders Test Timing Budgets
Environments
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Tencent Ncnn Build Environment
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Iterative Dvc Python Runtime
- Environment:Sgl project Sglang Multimodal
- Environment:Langgenius Dify Vector Database Environment
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:DevExpress Testcafe Node Runtime
- Environment:Allenai Open instruct Ray Distributed
- Environment:Kubeflow Pipelines Kubernetes Cluster