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:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:Microsoft Semantic kernel Process Orchestration
- Workflow:Apache Dolphinscheduler Datasource Connection Management
Principles
- Principle:Run llama Llama index Embedding Finetune Configuration
- Principle:Huggingface Datasets Generator Dataset Building
- Principle:Deepspeedai DeepSpeed Op Builder System
- Principle:Microsoft Autogen Component Gallery
- Principle:DistrictDataLabs Yellowbrick Visualization Rendering
- Principle:Langgenius Dify Plugin Settings
- Principle:Explodinggradients Ragas Multi Turn Evaluation Schema
- Principle:Huggingface Datasets JAX Formatting
- Principle:ARISE Initiative Robosuite Robot Model Hierarchy
- Principle:Langchain ai Langgraph Graph Execution
Implementations
- Implementation:SeleniumHQ Selenium HasDevTools GetDevTools
- Implementation:TobikoData Sqlmesh Input Component
- Implementation:PrefectHQ Prefect Pydantic AI Agent Setup
- Implementation:Open compass VLMEvalKit BaseAPI
- Implementation:Intel Ipex llm Chatml Format
- Implementation:Recommenders team Recommenders RBM
- Implementation:MaterializeInc Materialize CLI Cloudbench
- Implementation:Open compass VLMEvalKit QwenAPI
- Implementation:Online ml River Base MultiOutput
- Implementation:Apache Kafka Git Push Remote
Heuristics
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
- Heuristic:Rapidsai Cuml Float64 Kernel Stability
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
Environments
- Environment:NVIDIA DALI CMake Build Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:BerriAI Litellm Docker Deployment
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:Openai Whisper Triton
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment