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:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Microsoft Playwright Codegen test recording
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:BerriAI Litellm Fine Tuning Job
- Workflow:Apache Kafka Topic Management
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:NVIDIA NeMo Aligner Reward Model Training
- Workflow:Huggingface Diffusers ControlNet Guided Generation
Principles
- Principle:Langgenius Dify Application Factory
- Principle:Triton inference server Server TensorRT Engine Build
- Principle:Tensorflow Serving Executor Abstraction
- Principle:Huggingface Transformers Model Evaluation
- Principle:Openai Openai node Tool Execution Loop
- Principle:Online ml River Time Series Base Interface
- Principle:Huggingface Open r1 Model and Tokenizer Loading
- Principle:Pyro ppl Pyro Normalizing Flow Integration
- Principle:NVIDIA NeMo Curator Fuzzy Duplicate Identification
- Principle:Bitsandbytes foundation Bitsandbytes HPU 4bit Dequantization
Implementations
- Implementation:Puppeteer Puppeteer Update Browser Revision
- Implementation:CrewAIInc CrewAI RAG Core
- Implementation:Dotnet Machinelearning LdaLightHashMap
- Implementation:Onnx Onnx MakeAttribute
- Implementation:CrewAIInc CrewAI BrightData Dataset Tool
- Implementation:Haosulab ManiSkill ArticulationJoint
- Implementation:CrewAIInc CrewAI SerpApi Base Tool
- Implementation:Lance format Lance CompactionTask Execute
- Implementation:Neuml Txtai QA Data
- Implementation:MaterializeInc Materialize Parallel Benchmark Framework
Heuristics
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Huggingface Alignment handbook QLoRA Learning Rate Scaling
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
Environments
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies