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:Guardrails ai Guardrails LLM Output Validation
- Workflow:Microsoft Semantic kernel Vector Store RAG Pipeline
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:AUTOMATIC1111 Stable diffusion webui Text to image generation
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
Principles
- Principle:Interpretml Interpret LIME Tabular Explanation
- Principle:Facebookresearch Audiocraft Compression Model Export
- Principle:Mlc ai Mlc llm MLC Configuration Generation
- Principle:Getgauge Taiko Page Screenshot
- Principle:Pyro ppl Pyro Custom Distribution Framework
- Principle:AUTOMATIC1111 Stable diffusion webui Network weight patching
- Principle:FlagOpen FlagEmbedding Auto Embedding Model Loading
- Principle:Arize ai Phoenix OTel Dependency Setup
- Principle:Apache Shardingsphere Federation Metadata Refresh
- Principle:Iterative Dvc Data Transfer Execution
Implementations
- Implementation:Apache Druid HelperTable
- Implementation:DistrictDataLabs Yellowbrick RadViz Visualizer
- Implementation:Protectai Llm guard Output LanguageSame
- Implementation:Facebookresearch Audiocraft JASCO set generation params
- Implementation:Mage ai Mage ai Google Ads Streams
- Implementation:Intel Ipex llm vLLM API Server
- Implementation:Tensorflow Serving Aspired Versions Manager Benchmark
- Implementation:Ggml org Ggml Cann backend
- Implementation:Huggingface Optimum TokenClassificationProcessing
- Implementation:Vllm project Vllm LLM Get Metrics
Heuristics
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:Datajuicer Data juicer Operator Fusion Rules
- Heuristic:Fede1024 Rust rdkafka Main Queue Poll Interval
Environments
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:Huggingface Trl Quantization Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:MaterializeInc Materialize Dbt Materialize Runtime