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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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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 […].

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DataHour: Deploying Deep Learning Model to Production using FastAPI & Docker

Analytics Vidhya

In this edition of DataHour, learn to deploy a deep learning model in production. The post DataHour: Deploying Deep Learning Model to Production using FastAPI & Docker appeared first on Analytics Vidhya. The purpose of […].

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Audio Denoiser: A Speech Enhancement Deep Learning Model

Analytics Vidhya

The post Audio Denoiser: A Speech Enhancement Deep Learning Model appeared first on Analytics Vidhya. Introduction As most of us are doing our jobs or attending school/college virtually, we often have to attend online meetings and we can’t expect each of our places to always be quiet.