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:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Neuml Txtai Semantic Search
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:Openai Openai agents python Basic Agent Execution
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Bentoml BentoML Model Store Management
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:DevExpress Testcafe Programmatic Test Execution
Principles
- Principle:Apache Airflow Task Communication
- Principle:Microsoft Playwright Save and Load Authentication State
- Principle:NVIDIA NeMo Aligner SFT Data Preparation
- Principle:Apache Airflow Branch Preparation
- Principle:Avhz RustQuant Geometric Brownian Motion
- Principle:ArroyoSystems Arroyo SQL Compilation
- Principle:Langchain ai Langgraph Graph Instantiation
- Principle:Cleanlab Cleanlab CIFAR CNN Architecture
- Principle:ClickHouse ClickHouse Server Startup For Testing
- Principle:PrefectHQ Prefect Structured AI Output
Implementations
- Implementation:Openai Openai python Response Compaction Item Param
- Implementation:SeleniumHQ Selenium Closure Aria
- Implementation:Hpcaitech ColossalAI SafetyBenchENDataset
- Implementation:Ollama Ollama MLXRunner Cache
- Implementation:ArroyoSystems Arroyo Kafka Sink
- Implementation:Alibaba MNN Protobuf Map H
- Implementation:Alibaba MNN Llmexport Script
- Implementation:Sail sg LongSpec Triton Tree Attn Kernel
- Implementation:Sktime Pytorch forecasting Trainer Fit
- Implementation:DistrictDataLabs Yellowbrick Download CLI
Heuristics
- Heuristic:Puppeteer Puppeteer Timeout Hierarchy
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
Environments
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:NVIDIA TransformerEngine GPU Compute Capability
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Alibaba ROLL CUDA GPU Environment