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:FlowiseAI Flowise Evaluation Pipeline
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Spotify Luigi Spark Processing Pipeline
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:Astronomer Astronomer cosmos Kubernetes dbt execution
Principles
- Principle:FlowiseAI Flowise Node Registry Loading
- Principle:FMInference FlexLLMGen DeepSpeed Configuration Autotuning
- Principle:Ollama Ollama GGUF Model Conversion Llama Adapter
- Principle:Arize ai Phoenix Experiment Execution
- Principle:Speechbrain Speechbrain CTC Training Loop
- Principle:Apache Druid Supervisor Health Monitoring
- Principle:Diagram of thought Diagram of thought Reasoning Path Analysis
- Principle:Zai org CogVideo LoRA Export and Inference
- Principle:FlowiseAI Flowise Assistant Configuration
- Principle:Ollama Ollama Tokenizer Extraction
Implementations
- Implementation:Guardrails ai Guardrails Docs Utils
- Implementation:Haosulab ManiSkill GeometryUtils
- Implementation:BerriAI Litellm Base Secret Manager
- Implementation:Huggingface Datatrove ContaminationStats
- Implementation:Bitsandbytes foundation Bitsandbytes HPU Dequantize 4bit
- Implementation:Astronomer Astronomer cosmos GoogleCloudOauthProfileMapping
- Implementation:Langchain ai Langchain CacheIntegrationTests
- Implementation:Vibrantlabsai Ragas MultiModalFaithfulness
- Implementation:Cohere ai Cohere python TrainingStepMetrics
- Implementation:Haosulab ManiSkill XArm7Ability
Heuristics
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Langchain ai Langchain Warning Deprecated Langchain Classic
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Openai Evals Eval Resumption Strategy
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
Environments
- Environment:Avhz RustQuant Rust Stable
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Googleapis Python genai Vertex AI Service Account