Generative Models

4 posts
Machine Learning for Finance
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Synthetic Financial Data with Generative Adversarial Networks (GANs)

Peter Foy
Peter Foy
In order to overcome the limitations of data scarcity, privacy, and costs, GANs for generating synthetic financial data may be essential in the adoption of AI.…
Deep Learning
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An Introduction to DeepDream with TensorFlow 2.0

Peter Foy
Peter Foy
DeepDream is a powerful computer vision algorithm that uses a convolutional neural network to find and enhance certain patterns in images.…
Generative Models
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What are Generative Adversarial Networks (GANs)?

Peter Foy
Peter Foy
The idea of GANs is that we have two neural networks, a generator and a discriminator, which learn from each other to generate realistic samples from data.…
Generative Models
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Generative Modeling: What is a Variational Autoencoder (VAE)?

Peter Foy
Peter Foy
Variational autoencoders combine techniques from deep learning and Bayesian machine learning, specifically variational inference.…