The Data Analytics and AI in Manufacturing course is designed to equip working professionals in the manufacturing industry with comprehensive knowledge of data analytics, automation, and artificial intelligence (AI) principles across the entire manufacturing value chain. Participants will gain insights into leveraging these technologies in office operations, shop floor management, logistics, and product design. The course focuses on practical applications and real-world scenarios to enhance participants' understanding and application of data-driven strategies in manufacturing.
Topics include:
- Understanding the role of data analytics in manufacturing
- Overview of the manufacturing value chain
- Importance of data-driven decision-making in modern manufacturing
- Methods for data collection across different manufacturing domains
- Cleaning, processing, and preparing data for analysis
- Importance of data quality and its impact on analytics outcomes
- Implementing data analytics in administrative processes
- Optimizing office workflows and resource allocation using data insights
- Case studies highlighting efficiency improvements through analytics
- Utilizing analytics for monitoring and enhancing production processes
- Predictive maintenance and quality control through data-driven approaches
- Real-time decision-making using shop floor data
- Optimizing logistics operations using data analytics
- Inventory management and demand forecasting
- Improving supply chain efficiency and responsiveness
- Incorporating AI in the product development lifecycle
- Design optimization and innovation through AI-driven insights
- Case studies demonstrating AI applications in product design
- Understanding the role of automation in modern manufacturing
- Robotics applications in production and assembly processes
- Human-robot collaboration and safety considerations
- Emerging trends in data analytics, AI, and automation in manufacturing
- Exploring Industry 4.0 and its implications
- Strategies for staying updated and leveraging future advancements
This structured course is designed to progressively build participants' understanding of data analytics, automation, and AI applications across the manufacturing landscape. Each session combines theoretical concepts with practical case studies and discussions, providing a comprehensive learning experience for professionals seeking to enhance their capabilities in this rapidly evolving field.