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 Openai python Realtime Conversation
- Workflow:Fastai Fastbook Tabular Modeling
- Workflow:Hiyouga LLaMA Factory Full Parameter SFT
- Workflow:Langchain ai Langchain Release Process
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Sktime Pytorch forecasting NBeats Univariate Forecasting
- Workflow:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
Principles
- Principle:Langchain ai Langchain Retriever Integration
- Principle:Apache Flink Cross Source Checkpointing
- Principle:Webdriverio Webdriverio Command Wrapping
- Principle:InternLM Lmdeploy Engine Configuration
- Principle:InternLM Lmdeploy Pytorch Engine Configuration
- Principle:Duckdb Duckdb Approximate Distinct Counting
- Principle:Haosulab ManiSkill PPO Policy Optimization
- Principle:Openclaw Openclaw Channel Health Verification
- Principle:Princeton nlp Tree of thought llm DFS Tree Search
- Principle:Iterative Dvc Plot Data Parsing
Implementations
- Implementation:Puppeteer Puppeteer Cdp TargetManager
- Implementation:Risingwavelabs Risingwave SinkValidationHandler
- Implementation:Deepspeedai DeepSpeed DeepCompile Init
- Implementation:Lance format Lance Java WriteFragmentBuilder
- Implementation:Apache Flink RecordAndPosition
- Implementation:SeleniumHQ Selenium PageSize
- Implementation:Ollama Ollama Cmd Start Windows
- Implementation:ArroyoSystems Arroyo Confluent Connector
- Implementation:Apache Shardingsphere StorageUnitManager Manage
- Implementation:Risingwavelabs Risingwave ChangeEventSourceCoordinator
Heuristics
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:Marker Inc Korea AutoRAG One Dataset Per Project Directory
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:Mistralai Client python Retry Backoff Strategy
- Heuristic:Sail sg LongSpec Tree Shape Configuration
Environments
- Environment:Volcengine Verl Python Core Dependencies
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Protectai Modelscan H5py Optional
- Environment:Ucbepic Docetl LLM API Keys
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies