Even as the number of machine learning frameworks and libraries increases on a daily basis, scikit-learn is retaining its popularity with ease. The one domain where scikit-learn is distinctly behind competing frameworks is in the construction of neural networks for deep learning. In this course, Building Neural Networks with scikit-learn, you will gain the ability to make the best of the support that scikit-learn does provide for deep learning. First, you will learn precisely what gaps exist in scikit-learn’s support for neural networks, as well as how to leverage constructs such as the perceptron and multi-layer perceptrons that are made available in scikit-learn. Next, you will discover how perceptrons are just neurons with step activation, and multi-layer perceptrons are effectively feed-forward neural networks. Then, you’ll use scikit-learn estimator objects for neural networks to build regression and classification models, working with numeric, text, and image data. Finally, you will use Restricted Boltzmann Machines to perform dimensionality reduction on data before feeding it into a machine learning model. When you’re finished with this course, you will have the skills and knowledge to leverage every bit of support that scikit-learn currently has to offer for the construction of neural networks.
Author Name: Janani Ravi
Author Description:
Janani has a Masters degree from Stanford and worked for 7+ years at Google. She was one of the original engineers on Google Docs and holds 4 patents for its real-time collaborative editing framework. After spending years working in tech in the Bay Area, New York, and Singapore at companies such as Microsoft, Google, and Flipkart, Janani finally decided to combine her love for technology with her passion for teaching. She is now the co-founder of Loonycorn, a content studio focused on providing … more

Table of Contents

• Course Overview
  1min
• Introducing Neural Networks in scikit-learn
  27mins
• Implementing Regression and Classification Using Neural Networks in scikit-learn
  33mins
• Implementing Text and Image Classification Using Neural Networks in scikit-learn
  28mins
• Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn
  24mins