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