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:TobikoData Sqlmesh Model development and testing
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Apache Flink File Sink Pipeline
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:Tensorflow Tfjs Sequential Model Training
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:Cohere ai Cohere python Text Embedding
Principles
- Principle:Ggml org Llama cpp Text To Speech
- Principle:Microsoft Semantic kernel Prompt With Function Calling
- Principle:Nautechsystems Nautilus trader Supply Chain Auditing
- Principle:Alibaba MNN Diffusion Inference Execution
- Principle:Langgenius Dify Node Level Testing
- Principle:Allenai Open instruct Preference Data Processing
- Principle:Alibaba MNN Diffusion Model Acquisition
- Principle:Fede1024 Rust rdkafka Mock Client Configuration
- Principle:Datahub project Datahub Protobuf Annotation
- Principle:Apache Kafka Broker Logging Configuration
Implementations
- Implementation:Open compass VLMEvalKit ShortQA Utils
- Implementation:Microsoft Playwright NodePlatform
- Implementation:Online ml River Dummy Estimators
- Implementation:Haosulab ManiSkill PassiveController
- Implementation:Ggml org Ggml Ggml blas backend
- Implementation:Langchain ai Langchain Anthropic Tools Middleware
- Implementation:AUTOMATIC1111 Stable diffusion webui Input Accordion
- Implementation:Spotify Luigi BaseHadoopJobTask Run
- Implementation:Kornia Kornia ONNXSequential
- Implementation:TobikoData Sqlmesh Model Environment
Heuristics
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:Tensorflow Serving Resource Estimation Rules
- Heuristic:Triton inference server Server Concurrency Throughput Rule
- Heuristic:OpenRLHF OpenRLHF Packing Samples Efficiency Tip
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Openai Whisper KV Cache Optimization
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
Environments
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Sgl project Sglang ROCm
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:Apache Airflow Development Contributor Environment
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:FlowiseAI Flowise Node Runtime Environment