article thumbnail

Visualizing Model Insights: A Guide to Grad-CAM in Deep Learning

Analytics Vidhya

Introduction Gradient-weighted Class Activation Mapping is a technique used in deep learning to visualize and understand the decisions made by a CNN. This groundbreaking technique unveils the hidden decisions made by CNNs, transforming them from opaque models into transparent storytellers.

article thumbnail

Visualize Deep Learning Models using Visualkeras

Analytics Vidhya

Image Source: Author Introduction Deep learning, a subset of machine learning, is undoubtedly gaining popularity due to big data. Startups and commercial organizations alike are competing to use their valuable data for business growth and customer satisfaction with the help of deep learning […].

Insiders

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

article thumbnail

Basics of CNN in Deep Learning

Analytics Vidhya

Convolutional Neural Networks also known as CNNs or ConvNets, are a type of feed-forward artificial neural network whose connectivity structure is inspired by the organization of the animal visual cortex. Small clusters of cells in the visual cortex are […].

article thumbnail

The Carbon Footprint of AI and Deep Learning

Analytics Vidhya

There are immense computational costs of Deep Learning and AI. Artificial intelligence algorithms, which power some of technology’s most cutting-edge applications, such as producing logical stretches of text or creating visuals from descriptions, may need massive amounts of computational power to train. This, in […].

article thumbnail

Introduction to Neural Network in Deep Learning

Analytics Vidhya

Introduction Deep learning is a branch of Machine learning where higher levels of features from the data can be extracted using an Artificial neural network inspired by the working of a neural system in the human body. The post Introduction to Neural Network in Deep Learning appeared first on Analytics Vidhya.

article thumbnail

Exploring Vanishing and Exploding Gradients in Neural Networks

Analytics Vidhya

Introduction Deep learning is a fascinating field that explores the mysteries of gradients and their impact on neural networks. Solutions like ReLU activation and gradient clipping promise to revolutionize deep learning, unlocking secrets for training success.

article thumbnail

Neural Networks and Deep Learning with Python

Analytics Vidhya

In this article, we will see how to set up Neural Networks, Artificial Neural Networks, and Deep Neural Networks, and also how to design the model, how to train […]. The post Neural Networks and Deep Learning with Python appeared first on Analytics Vidhya.