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:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Volcengine Verl Vision Language Model RL Training
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Ray project Ray Serve Deployment
- Workflow:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
- Workflow:DevExpress Testcafe CI Integration
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:Langfuse Langfuse Prompt management lifecycle
Principles
- Principle:Apache Shardingsphere Compute Node Registration
- Principle:Tensorflow Serving Batch Scheduling Configuration
- Principle:Cypress io Cypress Browser Test Execution
- Principle:Ggml org Llama cpp Server Startup
- Principle:Pyro ppl Pyro Probabilistic Modeling
- Principle:NVIDIA NeMo Aligner Rejection Sampling Training
- Principle:Togethercomputer Together python Chat Completion Request
- Principle:Protectai Modelscan Model Security Scanning
- Principle:Scikit learn contrib Imbalanced learn Easy Ensemble
- Principle:Iamhankai Forest of Thought CGDM Answer Selection
Implementations
- Implementation:Isaac sim IsaacGymEnvs FactoryTask Training Loop
- Implementation:LaurentMazare Tch rs PyTorch Declarations Yaml
- Implementation:Open compass VLMEvalKit WorldSense Utils
- Implementation:Predibase Lorax Flash Qwen Modeling
- Implementation:NVIDIA DALI C API V2 Data Objects
- Implementation:Run llama Llama index Download Module
- Implementation:Mlc ai Mlc llm Conversation Protocol
- Implementation:Puppeteer Puppeteer EventEmitter
- Implementation:Google deepmind Mujoco Engine Memory
- Implementation:LLMBook zh LLMBook zh github io DataCollatorForSupervisedDataset
Heuristics
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Wandb Weave Sentinel Value Handling
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:Recommenders team Recommenders Test Timing Budgets
Environments
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Cypress io Cypress Browser Requirements
- Environment:Huggingface Optimum Tensor Parallelization Environment
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Sgl project Sglang ROCm
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Protectai Modelscan H5py Optional