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Analyzing and Comparing Deep Learning Models

Analytics Vidhya

Deep Learning Overview Deep Learning is a subset of Machine Learning. Deep Learning is established on Artificial Neural Networks to mimic the human brain. In deep learning, we add several hidden layers to gather the most minute details to learn the data for […].

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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.

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Image Classification Using Resnet-50 Deep Learning Model

Analytics Vidhya

Introduction In this article, we will train a classification model which uses the feature extraction + classification principle, i.e., firstly, we extract relevant features from an image and then use these feature vectors in machine learning classifiers to perform the final classification. We will […].

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Amplifying Deep Learning: A Dive into Data Augmentation Strategies

Analytics Vidhya

Introduction In the world of deep learning, where data is often less, the role of data augmentation has become very important. We use methods like turning images or flipping them to make our model learn better. But our datasets are becoming more complicated. That’s where data augmentation steps in.

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How to Evaluate ASR Solution Brief

There is a fundamental difference between 1st generation, 2nd generation, and modern-day Automatic Speech Recognition (ASR) solutions that use 100% deep learning technology. In this solution brief, you will learn: The differences between 1st generation, 2nd generation, and modern-day ASR solutions. How to test AI ASR solutions.

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Do Tree-based Models Outperform Deep Learning Models on Tabular Data?

Analytics Vidhya

The post Do Tree-based Models Outperform Deep Learning Models on Tabular Data? This article was published as a part of the Data Science Blogathon. Source: Canva Introduction After looking at the progress […]. appeared first on Analytics Vidhya.

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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 […].