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:Cohere ai Cohere python Streaming Chat
- Workflow:BerriAI Litellm Router Load Balancing
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Openai CLIP Zero shot image classification
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:Allenai Open instruct Tulu3 Full Post Training
Principles
- Principle:Openai Whisper Alignment Head Configuration
- Principle:Groq Groq python Client Initialization
- Principle:Nightwatchjs Nightwatch Component Plugin Installation
- Principle:Neuml Txtai Retrieval Augmented Generation
- Principle:AUTOMATIC1111 Stable diffusion webui SD3 Diffusion Pipeline
- Principle:Langgenius Dify Single Node Testing
- Principle:Pyro ppl Pyro Gradient Clipping
- Principle:Ggml org Llama cpp GrammarConstrained
- Principle:NVIDIA TransformerEngine FP8 Quantization
- Principle:ARISE Initiative Robosuite Texture Randomization
Implementations
- Implementation:NVIDIA TransformerEngine Ops Base
- Implementation:Microsoft Playwright PipeTransport
- Implementation:Google deepmind Mujoco WASM Package Lock
- Implementation:ArroyoSystems Arroyo Filesystem Sink
- Implementation:Intel Ipex llm QA LoRA Finetuning
- Implementation:CARLA simulator Carla CMake Build Python API
- Implementation:FlowiseAI Flowise DeleteDocStoreDialog
- Implementation:Googleapis Python genai Models Generate Content Cached
- Implementation:Hiyouga LLaMA Factory SFT Trainer
- Implementation:Spotify Luigi SGEJobTask
Heuristics
- Heuristic:Bitsandbytes foundation Bitsandbytes Compressed Statistics Double Quantization
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Sktime Pytorch forecasting Batch Size Selection
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:Langgenius Dify API Token Single Flight Caching
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
Environments
- Environment:Apache Kafka Committer Tools Environment
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Apache Spark Kubernetes Runtime
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime