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:Apache Beam Dataflow Streaming Execution
- Workflow:Mit han lab Llm awq AWQ Model Quantization
- Workflow:Mistralai Client python Azure Chat Completion
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:Kserve Kserve Deploying InferenceService
- Workflow:MaterializeInc Materialize Integration Test Development
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:Webdriverio Webdriverio Custom Plugin Development
Principles
- Principle:OpenGVLab InternVL CLIP Vision Text Encoding
- Principle:Unslothai Unsloth GGUF Export
- Principle:FlowiseAI Flowise Lead Capture
- Principle:Predibase Lorax Adapter Merge Strategies
- Principle:OpenRLHF OpenRLHF Prompt Dataset Construction
- Principle:Triton inference server Server Classification Postprocessing
- Principle:AUTOMATIC1111 Stable diffusion webui UI Architecture
- Principle:Farama Foundation Gymnasium Batched Environment Interaction
- Principle:Avhz RustQuant Python Integration
- Principle:AUTOMATIC1111 Stable diffusion webui Postprocessing script execution
Implementations
- Implementation:BerriAI Litellm Cache Init
- Implementation:Online ml River Metrics FowlkesMallows
- Implementation:Ggml org Llama cpp Android MainActivity
- Implementation:Ggml org Ggml Mnist model eval
- Implementation:Ggml org Llama cpp KV Cache ISWA
- Implementation:Intel Ipex llm Vllm Online Benchmark Multimodal
- Implementation:TobikoData Sqlmesh Tracker Plan Overview
- Implementation:ArroyoSystems Arroyo Local Run
- Implementation:Infiniflow Ragflow AvatarUpload Component
- Implementation:CrewAIInc CrewAI YouTube Channel Search Tool
Heuristics
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:ARISE Initiative Robosuite Observation Key Selection
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Apache Hudi Data Skipping Limitations
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
Environments
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Apache Flink Node Build Environment
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Vllm project Vllm CUDA Runtime