From Inference to Action: AI Beyond Pattern Recognition
15 Jun 2023
Next Generation Applications
Next Generation Applications Stage
- Going beyond pattern recognition and expanding the potential of achieving goal-oriented behaviours.
- Exploring two new methods, deep reinforcement learning and deep imitation learning, which provide paradigms for learning goal-oriented behaviours that have shown great promise in recent research.
- Examining the ideas underlying these advances, and their current capabilities and limitations, with a focus on practical applications.
- Examining the characteristics that have unlocked important new use cases (e.g., AI learning to play video games and AI robotic automation in warehouses) while others remain AI-bottlenecked.
- Highlighting important areas where significant breakthroughs are still needed.
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