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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:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:Groq Groq python Text Embedding
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Googleapis Python genai Image Generation Pipeline
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:DevExpress Testcafe CI Integration
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
Principles
- Principle:Datahub project Datahub Entity Construction
- Principle:Elevenlabs Elevenlabs python Audio Interface
- Principle:Intel Ipex llm Data Preparation For Finetuning
- Principle:Alibaba MNN Source Model Preparation
- Principle:Axolotl ai cloud Axolotl LoRA Adapter Injection
- Principle:Kserve Kserve Ingress Routing
- Principle:Microsoft Autogen Agent Instantiation
- Principle:Puppeteer Puppeteer Web Worker Interaction
- Principle:DataTalksClub Data engineering zoomcamp Credentials Configuration
- Principle:TobikoData Sqlmesh Interval Configuration
Implementations
- Implementation:Online ml River Metrics Accuracy
- Implementation:Open compass VLMEvalKit RBdashMMChat3 5 Wrapper
- Implementation:Explodinggradients Ragas StringMetrics Module
- Implementation:Apache Paimon Path
- Implementation:Alibaba MNN Protobuf Generated Table Driven H
- Implementation:Datahub project Datahub Dataset Builder
- Implementation:Openai Openai agents python MCP Approval Callback Pattern
- Implementation:Microsoft BIPIA Clean Response Inference
- Implementation:Iamhankai Forest of Thought Monte Carlo Tree
- Implementation:Spcl Graph of thoughts KeepValid Operation
Heuristics
- Heuristic:Protectai Modelscan Stricter Zip Detection
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
Environments
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Langgenius Dify Docker Compose Environment
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:Alibaba MNN Python Export Environment