Linear Algebra: The Backbone of AI
Manage episode 445637556 series 3604310
محتوای ارائه شده توسط Sameer Advani. تمام محتوای پادکست شامل قسمتها، گرافیکها و توضیحات پادکست مستقیماً توسط Sameer Advani یا شریک پلتفرم پادکست آنها آپلود و ارائه میشوند. اگر فکر میکنید شخصی بدون اجازه شما از اثر دارای حق نسخهبرداری شما استفاده میکند، میتوانید روندی که در اینجا شرح داده شده است را دنبال کنید.https://fa.player.fm/legal
Dive into the fascinating world of AI in this episode as we unravel the vital role linear algebra plays in artificial intelligence. Discover how mathematical concepts like vectors and matrices form the foundation of AI algorithms, enabling everything from data representation in natural language processing to advanced machine learning techniques. Learn about key applications such as matrix decomposition for dimensionality reduction and the critical impact of feature engineering on model training. We break down how linear regression and neural networks rely on these mathematical principles to learn and optimize effectively. By the end of this episode, you'll gain a deeper appreciation for how linear algebra not only supports but also drives innovation in AI technologies. Visit PodSights.ai to create your own podcast on any topic.
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