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:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:Getgauge Taiko Interactive Test Recording
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
Principles
- Principle:Facebookresearch Audiocraft Multi Scale Discrimination
- Principle:AUTOMATIC1111 Stable diffusion webui Training dataset preparation
- Principle:Cleanlab Cleanlab Multilabel Label Issue Filtering
- Principle:Openai Evals Chain of Thought Prompting
- Principle:Isaac sim IsaacGymEnvs Randomization Parameter Definition
- Principle:LMCache LMCache Prefiller Instance Launch
- Principle:Langgenius Dify UserExperience
- Principle:Avhz RustQuant Order Management
- Principle:Langchain ai Langgraph Checkpointer Initialization
- Principle:Ucbepic Docetl Pipeline Configuration
Implementations
- Implementation:Microsoft DeepSpeedExamples Fast Torch Serialization
- Implementation:Recommenders team Recommenders GeoIMC Data
- Implementation:Datajuicer Data juicer QueryIntentDetectionMapper
- Implementation:Huggingface Datatrove C4QualityFilter
- Implementation:Alibaba MNN FlatBuffers Reflection Header
- Implementation:ArroyoSystems Arroyo Validate UDF
- Implementation:OpenHands OpenHands Summarize Issue Solvability
- Implementation:Infiniflow Ragflow UseAgentHistoryManager
- Implementation:Risingwavelabs Risingwave Await Tree Page
- Implementation:Norrrrrrr lyn WAInjectBench torch save Checkpoint
Heuristics
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Tensorflow Tfjs Backend Selection Strategy
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:HKUDS AI Trader Linear Retry Backoff
Environments
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Snorkel team Snorkel Dask Distributed
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment