π€ Artificial intelligence has rapidly advanced in recent years and will have a significant impact on our lives.
π The goal is to make machines intelligent through machine learning, specifically deep learning.
π Machine learning involves exposing systems to examples in order to teach them behavior and enable them to learn.
π§ Artificial intelligence can be taught to identify objects in images through deep learning.
πΈ Deep learning builds layers of abstraction to recognize features in images automatically.
π‘ Neural networks have the potential to learn and distinguish between a wide range of objects and even transcribe audio.
π§ Deep learning allows for complex understanding of images and can be implemented using a simple set of algorithms and a common software framework.
π» TensorFlow is a powerful software framework for deep learning that can be used for various learning problems, and it has been open-sourced for wider accessibility.
π₯ A Japanese cucumber farmer used TensorFlow and computer vision models to automate the sorting process, significantly reducing labor at harvest time.
π‘ Neural nets have been in existence since the 1980s, but the lack of computational power hindered their performance on realistic large problems.
π Artificial intelligence has become practical due to the improvement in computer performance, enabling tasks such as computer vision.
π§ Deep learning has significantly reduced the error rate for image classification tasks, surpassing human performance.
π€ Robots are utilizing deep learning to teach themselves hand-eye coordination, demonstrating the practical applications of AI.
π€ Artificial intelligence can learn to pick up objects and understand different grips.
ποΈ Machine learning models can accurately assess the severity of diabetic retinopathy, potentially outperforming human ophthalmologists.
π¨ AI algorithms can compare images and understand the art forms, opening up possibilities for creative applications.
β¨ Artificial Intelligence enables automatic rendering of images in different styles by different artists.
ποΈ There is an opportunity to create tools for human artists to interact with AI systems and express their ideas more rapidly.
π» Advances in computational power are essential for training larger models and transforming how computers are designed and built.
π Artificial intelligence can greatly enhance computations and allow for more powerful models.
π As systems become more intelligent, users expect more capabilities.
πͺ AI has the potential to revolutionize productivity and creativity.