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:Mlflow Mlflow LLM Tracing
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Apache Dolphinscheduler Datasource Plugin Development
- Workflow:Mit han lab Llm awq AWQ Model Quantization
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Langgenius Dify Knowledge Base Management
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Apache Spark Release Process
Principles
- Principle:Pola rs Polars Multi Format Data Writing
- Principle:Openai Openai agents python Shared Context
- Principle:DevExpress Testcafe Instance Lifecycle Management
- Principle:Openai Openai agents python Tool Input Guardrail Definition
- Principle:OpenGVLab InternVL SentencePiece BPE Tokenization
- Principle:Tensorflow Tfjs Convolutional Neural Networks
- Principle:Alibaba ROLL Reference Log Probability
- Principle:Getgauge Taiko Click Interaction
- Principle:Openai Openai node Text To Speech
- Principle:Mage ai Mage ai Source Connector Scaffolding
Implementations
- Implementation:Onnx Onnx Printer To Text
- Implementation:Puppeteer Puppeteer Cdp Page
- Implementation:Open compass VLMEvalKit BMMR Utils
- Implementation:Deepset ai Haystack DocumentMRREvaluator
- Implementation:CrewAIInc CrewAI SQLite Flow Persistence
- Implementation:Datajuicer Data juicer AlphanumericFilter
- Implementation:Kornia Kornia RANSAC
- Implementation:Facebookresearch Habitat lab ClientMessageManager
- Implementation:Avhz RustQuant Uniform Distribution
- Implementation:Explodinggradients Ragas ToolCallF1 Metric
Heuristics
- Heuristic:Huggingface Optimum Dummy Input Shape Defaults
- Heuristic:Guardrails ai Guardrails Guard History Memory Management
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:Openai Evals Model Graded Eval Design
Environments
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:Sail sg LongSpec Training Environment
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Sgl project Sglang Kubernetes
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment