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:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Apache Hudi Flink MOR Compaction
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Apache Beam Local Pipeline Execution
Principles
- Principle:Mlc ai Web llm Cosine Similarity Search
- Principle:Bentoml BentoML Bento Artifact Management
- Principle:Mit han lab Llm awq Multimodal Vision Language Inference
- Principle:Google research Deduplicate text datasets Dataset Serialization TFDS
- Principle:Mistralai Client python Azure Client Initialization
- Principle:LaurentMazare Tch rs Batch Evaluation
- Principle:Unslothai Unsloth AIME Evaluation
- Principle:Apache Druid SQL Schema Configuration
- Principle:Cypress io Cypress Component Testing Configuration
- Principle:Apache Beam Pipeline Graph Construction
Implementations
- Implementation:Openai Openai node ChatCompletionParser
- Implementation:Protectai Llm guard Output MaliciousURLs
- Implementation:OpenBMB UltraFeedback Score Correction Pipeline
- Implementation:Iterative Dvc Utils Core Helpers
- Implementation:Mit han lab Llm awq NVILA Demo
- Implementation:Onnx Onnx Doc Strings Generator
- Implementation:LMCache LMCache Load Engine Config With Overrides
- Implementation:Risingwavelabs Risingwave EsSinkFactory
- Implementation:OpenBMB UltraFeedback Multi Backend Inference
- Implementation:Getgauge Taiko ListItemWrapper
Heuristics
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
Environments
- Environment:Groq Groq python Python Groq SDK
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:HKUDS AI Trader API Credentials
- Environment:Sail sg LongSpec Inference Environment
- Environment:Vllm project Vllm Benchmarks
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment