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:Mistralai Client python Text Embeddings
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Confident ai Deepeval End to End LLM Evaluation
- Workflow:Volcengine Verl Supervised Fine Tuning
- Workflow:Mistralai Client python Finetuning Job Management
Principles
- Principle:Protectai Llm guard JSON Output Validation
- Principle:Neuml Txtai Topic Modeling
- Principle:Huggingface Datatrove Text Formatting Framework
- Principle:Onnx Onnx Opset Version Mapping
- Principle:Facebookresearch Habitat lab Task Dataset Selection
- Principle:Intel Ipex llm Pipeline Parallel Init
- Principle:Pytorch Serve Inference Handler Development
- Principle:Onnx Onnx External Data Loading
- Principle:PacktPublishing LLM Engineers Handbook Cross Encoder Reranking
- Principle:Huggingface Datasets CLI Entry Point
Implementations
- Implementation:Mlc ai Mlc llm Attach Spec Decode Aux
- Implementation:FlowiseAI Flowise GetEvaluation
- Implementation:Apache Druid ExpressionMeta
- Implementation:OWASP Www project top 10 for large language model applications ASIReporter Compile
- Implementation:Recommenders team Recommenders LSTUR Model
- Implementation:OpenGVLab InternVL ScienceQA Evaluation
- Implementation:AUTOMATIC1111 Stable diffusion webui Image Viewer
- Implementation:Kubeflow Pipelines Get Proxy URL
- Implementation:Microsoft Playwright Codegen CLI
- Implementation:Apache Paimon ReadBuilder Scan
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix High Res Crop Training
- Heuristic:Snorkel team Snorkel DataParallel Default Behavior
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:Open compass VLMEvalKit SKIP ERR For Graceful Inference
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
Environments
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Alibaba MNN CPU Build Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Sgl project Sglang CPU
- Environment:Intel Ipex llm NPU Cpp Environment