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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:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:SeleniumHQ Selenium Page Object Pattern Testing
- Workflow:Zai org CogVideo SAT Video Generation
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Gretelai Gretel synthetics DataFrame Batch Synthesis
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:Deepspeedai DeepSpeed Pipeline Parallel Training
- Workflow:Haosulab ManiSkill RL Training with PPO
Principles
- Principle:Huggingface Transformers CI Test Data Caching
- Principle:PeterL1n BackgroundMattingV2 Dataset composition
- Principle:Risingwavelabs Risingwave Streaming Source Ingestion
- Principle:Datajuicer Data juicer Data Selection
- Principle:Apache Kafka Broker Invocation
- Principle:DataTalksClub Data engineering zoomcamp Dbt Source Declaration
- Principle:Microsoft Playwright Configure API Request Context
- Principle:Langchain ai Langgraph Error Handling
- Principle:Helicone Helicone Provider Registration
- Principle:Sktime Pytorch forecasting Dependency Diagnostics
Implementations
- Implementation:Huggingface Datasets Dataset Map
- Implementation:Microsoft Playwright BidiPage
- Implementation:Microsoft Playwright Registry Install
- Implementation:Getgauge Taiko Intercept
- Implementation:Huggingface Optimum Symbolic Trace Wrapper
- Implementation:Online ml River Drift PageHinkley
- Implementation:Mlflow Mlflow Log Artifact
- Implementation:Ollama Ollama XCmd Run
- Implementation:Microsoft Playwright CrExecutionContext
- Implementation:Ollama Ollama Llama Common Header
Heuristics
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:Microsoft Autogen Graph Validation Rules
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Alibaba MNN GPU Tuning Modes
- Heuristic:Marker Inc Korea AutoRAG GPU Memory Cleanup Pattern
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
Environments
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Sgl project Sglang CPU
- Environment:Obss Sahi Python Detection Frameworks
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Ucbepic Docetl Python Runtime
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:Avhz RustQuant Rust Stable
- Environment:Spotify Luigi PostgreSQL Server