Artificial Intelligence

Introduction to Neural Networks and Deep Learning

Intermediate

Skill level

Free

Course cost

About this course

Deep learning allows machines to solve relatively complex problems even when using data that is diverse, less structured or interdependent. Deep learning is a form of machine learning that is inspired and modeled on how the human brain works. In this course you will be introduced to the basics of deep learning and learn how it compares to other techniques. During the course you will also understand the applications of deep learning in various fields and learn more about different frameworks used for neural networks.

Skills covered

  • Gradient Descent
  • Perceptron
  • Neural Networks
  • Activation
  • Loss functions
  • Batch Normalization
  • Hyper parameter tuning
  • Deep Neural Networks
  • Tensor Flow
  • Keras

Course Syllabus

Neural Network and deep learning

  • History
  • Why data driven?
  • Traditional Method - K Nearest Neighbor Approach
  • Parameters vs Hyper parameters
  • KNN never used on images
  • Parametric Approach
  • Scalars, Vectors, Matrices, And Tensors
  • Linear operations on Vectors and Matrices
  • Vector Properties: Vector norms, some special vectors and matrices
  • Working with Google Colabs
  • Functions and derivatives
  • Optimizing a continuous function
  • Components of Supervised Machine learning
  • Components of Supervised ML: Model, Parameters, and Hyper parameters
  • Components of Supervised ML: Loss functions
  • Regularization
  • Introduction to Neural Networks
  • Building Blocks of Neural Networks
  • TensorFlow, Keras, and Tensorboard
  • Babysitting the Neural Network

Project

Bank Customer Churn Modeling

Many banks are eternally concerned about their customers discontinuing the service and switching over to competitors. This drop-out is a major phenomenon in several service-based industries and it is called as ‘Churn’. The objective of this project is to build a classifier which can determine whether the customers will leave or not using Neural networks

Course Certificate

Get Introduction to Neural Networks and Deep Learning course completion certificate from Great learning which you can share in the Certifications section of your LinkedIn profile, on printed resumes, CVs, or other documents.

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