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:Openai Openai node Fine Tuning
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:Mistralai Client python Function Calling
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:Langgenius Dify Docker Deployment
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:Allenai Open instruct Tulu3 Full Post Training
Principles
- Principle:ARISE Initiative Robomimic Results Collection
- Principle:Vllm project Vllm Sampling Configuration
- Principle:Deepspeedai DeepSpeed CPU SIMD Optimizers
- Principle:ClickHouse ClickHouse Data Lake Testing
- Principle:Bigscience workshop Petals Distributed Autograd
- Principle:Haifengl Smile Spatial Index Construction
- Principle:Tencent Ncnn Vulkan Pipeline Optimization
- Principle:Kubeflow Pipelines Pipeline Compilation
- Principle:Ggml org Llama cpp Base64 Encoding
- Principle:Promptfoo Promptfoo Data Migration
Implementations
- Implementation:Mage ai Mage ai Pipedrive Tap
- Implementation:Openai Openai python Eval Run Succeeded Webhook
- Implementation:Liu00222 Open Prompt Injection split sentence
- Implementation:Teamcapybara Capybara Queries BaseQuery
- Implementation:Vllm project Vllm AIter Ops
- Implementation:Mage ai Mage ai Stripe Customers Schema
- Implementation:Langfuse Langfuse CreatePrompt
- Implementation:Googleapis Python genai Client Init
- Implementation:Ray project Ray ParallelActorCallGenerator
- Implementation:Interpretml Interpret Synthetic Dataset Generation
Heuristics
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Openai Openai node Stream Usage Interruption
Environments
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Allenai Open instruct Ray Distributed
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Mistralai Client python Agents Environment
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:LMCache LMCache Python Runtime