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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.
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| 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 agents python Multi Agent Handoff
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:SeleniumHQ Selenium Browser Session Setup
- Workflow:Interpretml Interpret Blackbox Model Explanation
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Alibaba MNN Model Conversion Pipeline
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:MarketSquare Robotframework browser Installation and Setup
Principles
- Principle:Intel Ipex llm Lookahead Decoding
- Principle:Microsoft Playwright Extract Data with Agent
- Principle:Scikit learn Scikit learn Scoring Configuration
- Principle:Apache Beam Work Item Processing
- Principle:Marker Inc Korea AutoRAG Quality Filtering
- Principle:Trailofbits Fickling Safety Verification
- Principle:Truera Trulens Session Initialization
- Principle:Apache Kafka Connect Distributed Invocation
- Principle:Google deepmind Mujoco Rendering Resource Cleanup
- Principle:Confident ai Deepeval Dataset Publishing
Implementations
- Implementation:Wandb Weave Git Push Release
- Implementation:Onnx Onnx MakeAttribute
- Implementation:Openai Openai node Responses InputItems
- Implementation:MaterializeInc Materialize Mz Image Tag Exists
- Implementation:Romsto Speculative Decoding Max Fn
- Implementation:SeleniumHQ Selenium Platform
- Implementation:Openai Openai node Zod Union Parser
- Implementation:Risingwavelabs Risingwave PgOutputMessageDecoder
- Implementation:Dagster io Dagster PowerBI Workspace API
- Implementation:Marker Inc Korea AutoRAG Chunker Start Chunking
Heuristics
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:Openai Whisper Log Probability Threshold
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
- Heuristic:Kserve Kserve Server Side Apply For CRDs
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:LaurentMazare Tch rs Safetensors Format Preference
Environments
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:BerriAI Litellm Docker Deployment
- Environment:Sgl project Sglang Triton
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Ggml org Ggml Metal GPU Environment