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:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:Langgenius Dify Knowledge Base Management
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Onnx Onnx External Data Handling
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:Microsoft Playwright Trace recording and debugging
- Workflow:Google deepmind Dm control MJCF Model Composition
Principles
- Principle:LaurentMazare Tch rs Seq2Seq Dataset Loading
- Principle:Fede1024 Rust rdkafka Cluster Metadata Inspection
- Principle:DevExpress Testcafe Headless Browser Configuration
- Principle:ThreeSR Awesome Inference Time Scaling Paper Detail Retrieval
- Principle:Openai Evals Human In The Loop Evaluation
- Principle:Duckdb Duckdb String Formatting
- Principle:AnswerDotAI RAGatouille Model Export
- Principle:Langchain ai Langchain Tool Execution
- Principle:Huggingface Transformers Distributed Checkpointing
- Principle:MaterializeInc Materialize Version Resolution
Implementations
- Implementation:Apache Druid DestinationForm
- Implementation:Onnx Onnx DataTypeUtils Class
- Implementation:Openai Openai python Websocket Connection Options
- Implementation:Alibaba ROLL RolloutScheduler Get Batch
- Implementation:Evidentlyai Evidently Generated Descriptors
- Implementation:Langfuse Langfuse ExtractVariablesFromTracingData
- Implementation:Webdriverio Webdriverio BrowserStack Types
- Implementation:NVIDIA DALI EfficientDetPipeline
- Implementation:Langfuse Langfuse JSON Utils
- Implementation:Zai org CogVideo Video Autoencoder Loss
Heuristics
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:Shiyu coder Kronos Gradient Clipping Strategy
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:SeleniumHQ Selenium Cross Binding Consistency Check
- Heuristic:SeldonIO Seldon core Autoscaling Dual Config Tip
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Pola rs Polars Use Spawn Not Fork Multiprocessing
Environments
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Apache Kafka Committer Tools Environment
- Environment:Helicone Helicone Wrangler CLI
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Ollama Ollama Go Runtime
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Cleanlab Cleanlab Python Core Environment
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Duckdb Duckdb Release Publishing Env