Predictive Analytics with TensorFlow [Video]

Predictive Analytics with TensorFlow [Video]

Md. Rezaul Karim

Accomplish the power of data in your business by building advanced predictive modelling applications with Tensorflow.
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Video Details

ISBN 13 9781789615494
Course Length 5 hours 21 minutes

Table of Contents

Putting Data in Place – Supervised Learning for Predictive Analytics
Clustering Your Data – Unsupervised Learning for Predictive Analytics

Video Description

Predictive analytics discovers hidden patterns in structured and unstructured data for automated decision-making in business intelligence. This course will help you build, tune, and deploy predictive models with TensorFlow in three main divisions. The first division covers linear algebra, statistics, and probability theory for predictive modeling. The second division covers developing predictive models via supervised (classification and regression) and unsupervised (clustering) algorithms. It then explains how to develop predictive models for NLP and covers reinforcement learning algorithms. Lastly, this division covers developing a factorization machine-based recommendation system. The third division covers deep learning architectures for advanced predictive analytics, including deep neural networks and recurrent neural networks for high-dimensional and sequence data. Finally, you'll use convolutional neural networks for predictive modeling for emotion recognition, image classification, and sentiment analysis.

Style and Approach

TensorFlow, a popular library for machine learning, embraces open-source innovation and community engagement, but has the support, guidance, and stability of a large corporation. This course has a step-by-step approach towards achieving the goal.

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What You Will Learn

  • Get a solid and theoretical understanding of linear algebra, statistics, and probability for predictive modeling
  • Develop predictive models using classification, regression, and clustering algorithms
  • Develop predictive models for NLP
  • Learn how to use reinforcement learning for predictive analytics
  • Use factorization machines for advanced recommendation systems
  • Get hands-on with deep learning architectures to master advanced predictive analytics
  • Learn how to use deep neural networks for predictive analytics
  • See how to use recurrent neural networks for predictive analytics
  • Master convolutional neural networks for emotion recognition, image classification, and sentiment analysis

Authors

Table of Contents

Putting Data in Place – Supervised Learning for Predictive Analytics
Clustering Your Data – Unsupervised Learning for Predictive Analytics

Video Details

ISBN 139781789615494
Course Length5 hours 21 minutes
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