Python for Finance
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Introduction to the Capital Asset Pricing Model (CAPM) with Python
In this article, we'll review the theory and intuition of the Capital Asset Pricing Model (CAPM) and then discuss how to calculate it with Python.…
TensorFlow
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Recurrent Neural Networks (RNNs) and LSTMs for Time Series Forecasting
In this article, we review how to use sequence models such as recurrent neural networks (RNNs) and LSTMs for time series forecasting with TensorFlow.…
Machine Learning
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Introduction to Sequences and Time Series Forecasting with TensorFlow
In this article, we'll introduce building time series models with TensorFlow, including best practices for preparing time series data.…
Natural Language Processing
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Introduction to Natural Language Processing (NLP) with TensorFlow
In this article, we introduce how to use TensorFlow and Keras for natural language processing (NLP).…
Deep Learning
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Introduction to Convolutional Neural Networks (CNNs) with TensorFlow
In this article, we'll review how to use TensorFlow for computer vision using convolutional neural networks (CNNs).…
Machine Learning for Finance
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Synthetic Financial Data with Generative Adversarial Networks (GANs)
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.…
Quantum Machine Learning: Introduction to TensorFlow Quantum
In this article, we introduce key concepts of TensorFlow Quantum (TFQ), which is a framework for building near-term quantum machine learning applications.…
Quantum Computing
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Advanced Mathematics of Quantum Computing
In this article, we review key mathematical techniques to analyze and solve problems with quantum computing.…
Natural Language Processing
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Introduction to Deep Learning for Natural Language Processing
In this guide we'll review key concepts regarding the application of deep learning for natural language processing.…
Natural Language Processing
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Introduction to Natural Language Processing (NLP) with Python
In this guide we introduce the core concepts of natural language processing, including an overview of the NLP pipeline and useful Python libraries.…