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Starts 6 June 2025 01:15

Ends 6 June 2025

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Accelerating Data and AI with Spice.ai Open-Source Software

Discover how Spice.ai's open-source software accelerates data and AI development, exploring innovative approaches to streamline machine learning workflows and enhance database integration.
CMU Database Group via YouTube

CMU Database Group

2463 Courses


1 hour 6 minutes

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Overview

Discover how Spice.ai's open-source software accelerates data and AI development, exploring innovative approaches to streamline machine learning workflows and enhance database integration.

Syllabus

  • Introduction to Spice.ai
  • Overview of Spice.ai's mission and core functionalities
    Key features of Spice.ai open-source software
  • Setting Up Your Environment
  • Installation of Spice.ai
    Configuring development environments
  • Accelerating Machine Learning Workflows
  • Streamlining model training with Spice.ai
    Automating hyperparameter tuning and model selection
    Integrating Spice.ai with popular machine learning frameworks
  • Enhancing Database Integration
  • Connecting Spice.ai with various database systems
    Optimizing data pipelines for AI applications
    Real-time data processing and ingestion
  • Innovative Approaches in AI Development
  • Leveraging Spice.ai for advanced AI techniques
    Exploring case studies and practical implementations
    Best practices for deploying AI solutions with Spice.ai
  • Hands-on Lab Sessions
  • Building and deploying a simple AI application using Spice.ai
    Experimenting with database integration
    Troubleshooting common issues and optimizing performance
  • Future Trends and Opportunities
  • The evolving landscape of AI with open-source tools
    Emerging Spice.ai technologies and roadmap
  • Course Wrap-Up
  • Summary of key learnings
    Discussion and Q&A session
    Resources for further study and engagement with the Spice.ai community

Subjects

Data Science