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:Ggml org Llama cpp Interactive Chat
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Avhz RustQuant Monte Carlo Option Pricing
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:Haotian liu LLaVA LoRA Finetuning
Principles
- Principle:Sdv dev SDV Cardinality Analysis
- Principle:TA Lib Ta lib python Cython Binding Generation
- Principle:ClickHouse ClickHouse Unicode Character Width
- Principle:Ggml org Llama cpp Multimodal Input Preparation
- Principle:Marker Inc Korea AutoRAG Serve And Monitor
- Principle:Ggml org Llama cpp Server Startup
- Principle:Cypress io Cypress Testing Type Selection
- Principle:Wandb Weave PyPI Publishing
- Principle:Risingwavelabs Risingwave Metrics Dashboard Generation
- Principle:Speechbrain Speechbrain Audio Interpretability
Implementations
- Implementation:Apache Airflow Provider Yaml Schema
- Implementation:Online ml River Datasets Base
- Implementation:Avhz RustQuant LogOption
- Implementation:AUTOMATIC1111 Stable diffusion webui Img2img
- Implementation:EvolvingLMMs Lab Lmms eval STARE Spatial Reasoning Utils
- Implementation:Kserve Kserve Revision Status Propagation
- Implementation:Microsoft Playwright UrlMatch
- Implementation:Huggingface Datatrove CsvReader
- Implementation:Facebookresearch Habitat lab GuiNavigationHelper
- Implementation:MarketSquare Robotframework browser Inv Version Docs
Heuristics
- Heuristic:TobikoData Sqlmesh Forward Only Safety
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
- Heuristic:Kornia Kornia CPU GPU Branching Tip
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Kserve Kserve Server Side Apply For CRDs
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Romsto Speculative Decoding Filler Top K Tuning
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
Environments
- Environment:Snorkel team Snorkel PyTorch
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Unstructured IO Unstructured All Docs
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Microsoft Agent framework API Credentials
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Huggingface Open r1 vLLM Server