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:Intel Ipex llm QLoRA Finetuning
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Mit han lab Llm awq AWQ Model Evaluation
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:TobikoData Sqlmesh Dbt project migration
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:Openclaw Openclaw Multi Agent Routing
Principles
- Principle:Huggingface Alignment handbook Direct Preference Optimization
- Principle:Obss Sahi Result Visualization
- Principle:Microsoft Playwright Define Agent Actions with Perform
- Principle:Microsoft Onnxruntime PyTorch Model Preparation
- Principle:Online ml River Streaming Adjusted Rand
- Principle:Diagram of thought Diagram of thought Reasoning Path Analysis
- Principle:Tencent Ncnn Foreign Model Conversion
- Principle:Neuml Txtai Task Creation
- Principle:Bigscience workshop Petals Distributed Autograd
- Principle:Online ml River Adaptive Random Forest
Implementations
- Implementation:Hiyouga LLaMA Factory WebUI Eval Component
- Implementation:Apache Paimon Schema From Pyarrow
- Implementation:OpenHands OpenHands OrgService Persist With Compensation
- Implementation:Openai Openai python Tool Choice Allowed
- Implementation:Speechbrain Speechbrain Whisper ASR Compute Forward
- Implementation:Pyro ppl Pyro MaternKernel
- Implementation:Ggml org Ggml Sycl softmax
- Implementation:Teamcapybara Capybara Selenium Driver Specialization
- Implementation:CrewAIInc CrewAI File Read Tool
- Implementation:Speechbrain Speechbrain Prepare CommonLanguage
Heuristics
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Datahub project Datahub Validation Cross API
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
- Heuristic:Langchain ai Langchain Warning Deprecated Langchain Classic
- Heuristic:Apache Dolphinscheduler Netty Thread Sizing
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
Environments
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Haosulab ManiSkill Python SAPIEN Core