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:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:ClickHouse ClickHouse Packaging For Distribution
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Obss Sahi Sliced Inference Pipeline
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Merge output options
- Principle:InternLM Lmdeploy API Server Deployment
- Principle:Onnx Onnx Opset Version Conversion
- Principle:Protectai Llm guard Bias Detection
- Principle:Webdriverio Webdriverio Plugin Resolution
- Principle:Langchain ai Langchain Release Triggering
- Principle:Vespa engine Vespa Embedding Generation
- Principle:ClickHouse ClickHouse Code Coverage Collection
- Principle:AUTOMATIC1111 Stable diffusion webui High resolution fix
- Principle:Junyanz Pytorch CycleGAN and pix2pix GAN Network Architecture
Implementations
- Implementation:Mistralai Client python GCP BaseSDK
- Implementation:Arize ai Phoenix Vignette Pnpm Lock
- Implementation:Google deepmind Mujoco MJX Collision Driver
- Implementation:Facebookresearch Habitat lab HumanoidBaseController
- Implementation:Mlc ai Mlc llm Qwen3 Loader
- Implementation:Evidentlyai Evidently Column Metric Generator
- Implementation:Treeverse LakeFS MergeIntoBranch With Hooks
- Implementation:Axolotl ai cloud Axolotl CI Test Workflow
- Implementation:Microsoft Onnxruntime CPU Scale
- Implementation:Recommenders team Recommenders TfidfRecommender
Heuristics
- Heuristic:Nautechsystems Nautilus trader Streaming Mode For Large Backtests
- Heuristic:Microsoft Agent framework Function Invocation Defaults
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Openai CLIP L2 Normalization For Cosine Similarity
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:Datajuicer Data juicer Partition Size Tuning
Environments
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Helicone Helicone Wrangler CLI
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Mlc ai Mlc llm Python Serving Environment