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:MaterializeInc Materialize CI Pipeline Generation
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Cypress io Cypress Binary Build and Release
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
Principles
- Principle:Ray project Ray Cross Language Serialization
- Principle:NVIDIA NeMo Curator Quality Filtering and Classification
- Principle:Kubeflow Pipelines Model Evaluation Metrics
- Principle:Apache Shardingsphere SPI Refresher Loading
- Principle:Farama Foundation Gymnasium Atari Preprocessing
- Principle:Avhz RustQuant Business Calendar
- Principle:Speechbrain Speechbrain Conventional Enhancement Training
- Principle:Haotian liu LLaVA Weight Delta Application
- Principle:Mage ai Mage ai Singer Message Ingestion
- Principle:Tensorflow Serving Server Configuration And Startup
Implementations
- Implementation:Microsoft Playwright MimeType
- Implementation:Huggingface Optimum ReversibleTransformation Reverse
- Implementation:Heibaiying BigData Notes HBaseUtils CreateTable
- Implementation:DevExpress Testcafe NativeAutomation CookieProvider
- Implementation:Google deepmind Mujoco USD SceneAPI
- Implementation:FMInference FlexLLMGen DeepSpeed Inference Engine
- Implementation:Ggml org Ggml Sam model load
- Implementation:Anthropics Anthropic sdk python Stream Parsed Snapshot
- Implementation:Axolotl ai cloud Axolotl HFRLTrainerBuilder Build
- Implementation:VainF Torch Pruning GroupTaylorImportance
Heuristics
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:Google deepmind Mujoco MJX Feature Compatibility
- Heuristic:Langchain ai Langchain Warning Deprecated Langchain Classic
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
Environments
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Huggingface Open r1 vLLM Server
- Environment:Vllm project Vllm ROCm
- Environment:Openai Openai node OpenAI API Credentials
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Langfuse Langfuse PostgreSQL 17