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:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Mage ai Mage ai Building a New Source Connector
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Speechbrain Speechbrain Text to Speech Training
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Onnx Onnx Model Creation
- Workflow:Shiyu coder Kronos Qlib Finetuning
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Huggingface Transformers Pipeline Inference
Principles
- Principle:Haifengl Smile SQL to ML Bridge
- Principle:Tensorflow Serving Source Routing
- Principle:Tensorflow Serving Test Model Export
- Principle:Googleapis Python genai Cache Creation
- Principle:Google deepmind Dm control Walker Selection
- Principle:Datajuicer Data juicer Operator Testing
- Principle:Microsoft BIPIA Dataset Preparation
- Principle:Fastai Fastbook Tabular Preprocessing
- Principle:Cohere ai Cohere python Semantic Reranking
- Principle:Tensorflow Serving Model Training
Implementations
- Implementation:Neuml Txtai Llama Vectors
- Implementation:Hiyouga LLaMA Factory Model Adapter
- Implementation:DevExpress Testcafe TestedApp Start Kill
- Implementation:Protectai Llm guard Output Scanner Factory
- Implementation:Haosulab ManiSkill FloatingRobotiq2F85Gripper
- Implementation:Farama Foundation Gymnasium BlackjackFunctional
- Implementation:Langfuse Langfuse Tracing Factory
- Implementation:Ollama Ollama Serve
- Implementation:Ollama Ollama Llama Server
- Implementation:Microsoft BIPIA AutoPIABuilder
Heuristics
- Heuristic:Getgauge Taiko Network Interception Gotchas
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:SeldonIO Seldon core Model Load Timeout Tip
- Heuristic:Kserve Kserve Server Side Apply For CRDs
- Heuristic:Allenai Open instruct GPU Memory Utilization
Environments
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:Apache Kafka Docker Build Environment
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment