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:PrefectHQ Prefect Asset Based Data Pipeline
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:LaurentMazare Tch rs JIT Model Inference
- Workflow:Trailofbits Fickling Pickle Safety Analysis
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
Principles
- Principle:Ggml org Llama cpp Context Extension Testing
- Principle:AUTOMATIC1111 Stable diffusion webui Latent Diffusion Pipeline
- Principle:OpenHands OpenHands Base App Initialization
- Principle:Kubeflow Kubeflow Integration Testing
- Principle:Bigscience workshop Petals Inference Session Management
- Principle:NVIDIA DALI PyTorch Iterator
- Principle:Heibaiying BigData Notes Spark Data Loading
- Principle:Openai Openai python Training Data Preparation
- Principle:Langfuse Langfuse Eval Error Handling and Retry
- Principle:Princeton nlp Tree of thought llm Naive Baseline Sampling
Implementations
- Implementation:Nightwatchjs Nightwatch Nightwatch Configuration
- Implementation:Openai Openai python Shared Custom Tool Input Format
- Implementation:FlowiseAI Flowise RichInput
- Implementation:Lance format Lance Java Fragment
- Implementation:Interpretml Interpret LimeTabular
- Implementation:NVIDIA NeMo Aligner SupervisedTrainer Fit
- Implementation:Mit han lab Llm awq LlavaConfig
- Implementation:Treeverse LakeFS Java SDK Model IcebergPushRequest
- Implementation:Mlflow Mlflow Proto Plugin
- Implementation:Haifengl Smile KNN RNN Search API
Heuristics
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:SeldonIO Seldon core Model Load Timeout Tip
- Heuristic:Huggingface Trl Distributed Device Map Override
- Heuristic:Microsoft Autogen Graph Validation Rules
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
- Heuristic:Zai org CogVideo LoRA Configuration Tips
- Heuristic:NVIDIA DALI Batch Size Tuning
Environments
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Apache Kafka JVM Runtime Environment
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:Ollama Ollama CGo Runtime
- Environment:Sgl project Sglang CUDA SM100
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Mlc ai Mlc llm TVM Runtime Environment