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:Openai CLIP Linear probe evaluation
- Workflow:Apache Dolphinscheduler Datasource Connection Management
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Openai Whisper Word Level Timestamps
- Workflow:Datahub project Datahub Python Metadata Emission
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:ClickHouse ClickHouse Contributing Pull Request
- Workflow:Ggml org Llama cpp Multimodal Inference
Principles
- Principle:Togethercomputer Together python Audio Translation
- Principle:CrewAIInc CrewAI State Persistence
- Principle:Ollama Ollama Hyperparameter Extraction
- Principle:FlowiseAI Flowise Execution Monitoring
- Principle:Lance format Lance Approximate Nearest Neighbor Search
- Principle:Neuml Txtai Search Explainability
- Principle:LaurentMazare Tch rs Forward Pass Inference
- Principle:Farama Foundation Gymnasium Space Abstraction
- Principle:Mbzuai oryx Awesome LLM Post training Paper Entry Formatting
- Principle:Tensorflow Serving Request Logging
Implementations
- Implementation:Tensorflow Serving Basic Manager Test
- Implementation:Apache Flink Mapred HadoopInputFormatBase
- Implementation:OpenHands OpenHands Pyproject Configuration
- Implementation:Apache Kafka CoordinatorRuntime ScheduleReadOperation
- Implementation:Apache Druid Licenses Registry
- Implementation:Vibrantlabsai Ragas NoiseSensitivityV2
- Implementation:Zai org CogVideo MoVQ Encoder3D
- Implementation:LLMBook zh LLMBook zh github io Apply Rotary Pos Emb
- Implementation:Mlc ai Mlc llm Convert weight
- Implementation:Sgl project Sglang CPU QKV Projection
Heuristics
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
Environments
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Kserve Kserve Cert Manager
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Iterative Dvc Remote Storage Backends
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Dagster io Dagster Container Resource Monitoring