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Table of Contents Long Short-Term Memory Networks Introduction Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Modeling Sequential Data with RNNs The Problem with RNNs Long Short-Term Memory Networks Vanishing and Exploding Gradients Training and Visualizations…

Table of Contents Image Translation with Pix2Pix Introduction Pix2Pix GAN Deconstructed Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Configuring the Prerequisites Creating the Data Processing Pipeline Creating the Pix2Pix Architecture Building the Pix2Pix GAN Training…

Table of Contents Introduction to Recurrent Neural Networks with Keras and TensorFlow Introduction Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure What Are Sequential Data A Caveat: Masking and Padding Modeling Sequential Data with MLPs The…

Table of Contents Computer Vision and Deep Learning for Banking and Finance Benefits Cost Reductions Customer Support Enhanced Security Better Decision Making Applications Portfolio Management Risk Management Fraud Security Regulatory Compliance Loan and Credit Decisions Process Automation Challenges AI Bias…

Table of Contents Comparison Between BagofWords and Word2Vec A Brief Recap of BOW and Word2Vec Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Configuring the Prerequisites Processing the Data Creating the Bag-of-Words Model Training the Bag-of-Words…

Table of Contents Word2Vec: A Study of Embeddings in NLP Introduction to Word2Vec Continuous Bag-of-Words (CBOW) Skip-Gram Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Configuring the Prerequisites Building the Vocabulary Training the CBOW Architecture Implementing…

Table of Contents Computer Vision and Deep Learning for Customer Service Benefits Offer Superior Personalization Faster and Cost-Effective Improve Customer Analytics Applications Email Support Chatbots and Assistants Speech Recognition Personalization Analytics Challenges and Tradeoffs Integration Issues and Maintenance Unemployment and…

Table of Contents Introduction to the Bag-of-Words (BoW) Model Introduction to the BoW Model The Pros and Cons of BoW Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Configuring the Prerequisites Processing Our Data for the…

Table of Contents Semantic vs. Instance vs. Panoptic Segmentation How Do These Image Segmentation Techniques Differ? The Difference Evaluation Metrics Real-World Applications Summary: Which One Should I Use? Reference Semantic vs. Instance vs. Panoptic Segmentation In this tutorial, you will…