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:Huggingface Datatrove Summary Statistics
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Openai Openai python Chat Completion
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Volcengine Verl Vision Language Model RL Training
- Workflow:FlowiseAI Flowise Chatbot Deployment
Principles
- Principle:Nightwatchjs Nightwatch Project Initialization
- Principle:ClickHouse ClickHouse Base Library Compilation
- Principle:OWASP Www project top 10 for large language model applications Template Based README Generation
- Principle:FlowiseAI Flowise Error Handling
- Principle:Huggingface Trl SFT Model Saving
- Principle:Microsoft DeepSpeedExamples PPO Training
- Principle:EvolvingLMMs Lab Lmms eval Request Construction
- Principle:Ggml org Llama cpp Evaluation Dataset Acquisition
- Principle:Helicone Helicone Infrastructure Services
- Principle:Norrrrrrr lyn WAInjectBench LoRA Adapter Injection
Implementations
- Implementation:Microsoft Autogen AssistantAgent Init Tools
- Implementation:TobikoData Sqlmesh Editor Hooks
- Implementation:Langgenius Dify Languages Catalog
- Implementation:Openai Openai python Input Token Count Params
- Implementation:Recommenders team Recommenders NCF Predict
- Implementation:Predibase Lorax Strategy Registry
- Implementation:Explodinggradients Ragas MultiTurnSample Class
- Implementation:Astronomer Astronomer cosmos TrinoLDAPProfileMapping
- Implementation:NVIDIA DALI CMake Plugin Build
- Implementation:Puppeteer Puppeteer Injected PierceQuerySelector
Heuristics
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
- Heuristic:SeleniumHQ Selenium Bazel Hermetic Build Requirement
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:OpenRLHF OpenRLHF Packing Samples Efficiency Tip
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
Environments
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment