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:Marker Inc Korea AutoRAG Pipeline Deployment
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Openai Openai python Audio Processing
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Triton inference server Server Quickstart Model Deployment
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:HKUDS AI Trader End to End US Stock Trading
Principles
- Principle:Evidentlyai Evidently Drift Dataset Metrics
- Principle:Haotian liu LLaVA CLI Interactive Chat
- Principle:ArroyoSystems Arroyo Worker Scheduling
- Principle:ARISE Initiative Robosuite Robot Base Model Design
- Principle:OWASP Www project top 10 for large language model applications Translation Quality Review
- Principle:Microsoft Autogen Swarm Execution
- Principle:OpenHands OpenHands Sandbox Cleanup
- Principle:Langchain ai Langchain Chunk Accumulation
- Principle:Kornia Kornia Geometric Verification
- Principle:Recommenders team Recommenders Benchmark Model Training
Implementations
- Implementation:Unstructured IO Unstructured Golden File Fixtures Local
- Implementation:Arize ai Phoenix Pip Install Phoenix Otel
- Implementation:InternLM Lmdeploy Gemm Utils
- Implementation:Helicone Helicone UseHasAccess
- Implementation:SeldonIO Seldon core Seldon Model Load
- Implementation:Tensorflow Serving Tfrt Classifier
- Implementation:Run llama Llama index BaseVoiceAgentWebsocket
- Implementation:Ollama Ollama Imagegen Safetensors Extractor
- Implementation:Microsoft Playwright TraceV6
- Implementation:Ucbepic Docetl PipelineVisualization
Heuristics
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:Snorkel team Snorkel Precision Init Prior
Environments
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Tencent Ncnn Build Environment
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Tensorflow Serving Docker Runtime Environment