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:Explodinggradients Ragas Agent Evaluation
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
- Workflow:Huggingface Open r1 Dataset Pass Rate Filtering
- Workflow:Axolotl ai cloud Axolotl DPO Preference Alignment
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:AnswerDotAI RAGatouille ColBERT Training
Principles
- Principle:Roboflow Rf detr ONNX Model Simplification
- Principle:Turboderp org Exllamav2 Multi GPU Compatibility
- Principle:FlowiseAI Flowise Document Loader Selection
- Principle:Huggingface Transformers CI Test Data Caching
- Principle:Rapidsai Cuml Clustering Evaluation
- Principle:Apache Paimon Batch Data Writing
- Principle:AUTOMATIC1111 Stable diffusion webui Environment Reproducibility
- Principle:Cohere ai Cohere python Server Sent Events Decoding
- Principle:Langfuse Langfuse Trace Sampling
- Principle:Ollama Ollama GGUF Model Conversion Qwen3
Implementations
- Implementation:Microsoft Onnxruntime CUDA DivGrad
- Implementation:Apache Hudi CompactOperator ProcessElement
- Implementation:Neuml Txtai Annoy ANN
- Implementation:Run llama Llama index CrossEncoderFinetuneEngine
- Implementation:Haosulab ManiSkill Gym Make BaseEnv
- Implementation:Nautechsystems Nautilus trader Strategy Cancel Close
- Implementation:Microsoft Agent framework Agent Run
- Implementation:Kubeflow Kubeflow Release Announcement Process
- Implementation:Openai Openai python Realtime Call Incoming Webhook
- Implementation:Datahub project Datahub InstitutionalMemoryVisitor
Heuristics
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Image Size Multiple of Four
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Princeton nlp SimPO Dropout Disabling
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:Iterative Dvc Run Cache Restoration Strategy
- Heuristic:Arize ai Phoenix Queue Clear Race Condition
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
Environments
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:Openai Openai agents python Voice Dependencies
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Pola rs Polars Python Runtime Environment