colab

AI Computer Vision

Explainable Computer Vision with Grad-CAM

Siraj Raval explores why does a computer algorithm classify an image the way that it does? This is a question that is critical when it comes to AI applied to diagnostics, driving, or any other form of critical decision making. In this video, he raises awareness around one technique in particular that I found called […]

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AI Security

Defense Against Adversarial Attacks

Siraj Raval just posted this video on defending AI against adversarial attacks Machine Learning technology isn’t perfect, it’s vulnerable to many different types of attacks! In this episode, I’ll explain 2 common types of attacks and 2 common types of defenses using various code demos from across the Web. There’s some really dope mathematics involved […]

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AI Generative AI

Generative Modeling Applications

Siraj Raval explores generative modeling technology. This innovation is changing the face of the Internet as you read this. It’s now possible to design automated systems that can write novels, act as talking heads in videos, and compose music. In this episode, Siraj explains how generative modeling works by demoing 3 examples that you can […]

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