Course 5: Basic Machine Learning and AI knowledge


  • Complete previous four courses or have the knowledge of those courses.

Who is this course for?

  • Students who complete the first four courses and want to advance more.
  • Students who have no background of Artificial Intelligence and Machine Learning.

What you'll get after completing the course:

Artificial Intelligence

  • Apply logical reasoning and programming to produce solutions for real-world problems.
  • Use probabilistic inference to navigate uncertain information efficiently.
  • Determine appropriate machine learning methods for a given scenario or dataset.
  • Evaluate the challenges in perception systems for AI.
  • Utilize sensors to execute perception tasks and their applications in intelligent systems.
  • Apply algorithms to train an image classifier.
  • Design an agent that can plan and act to achieve given objectives using noisy sensors and actuators.

Statistical Machine Learning

  • Distinguish between supervised learning and unsupervised learning.
  • Apply common probability distributions in machine learning applications.
  • Use cross validation to select parameters.
  • Use maximum likelihood estimate (MLE) for parameter estimation.
  • Implement fundamental learning algorithms such as logistic regression and k-means clustering.
  • Implement more advanced learning algorithms such as support vector machines and convolutional neural networks.
  • Design a deep network using an exemplar application to solve a specific problem.
  • Apply key techniques employed in building deep learning architectures.

Do you have more questions?

Contact us

201 S. Grand Ave., 1st Floor New York City, NY 28020

Tell us a little about yourself and we’ll help with the rest. Our convenient online application tool only takes 10 minutes to complete.

After you submit your application, an admissions representative will contact you and will help you to complete the process.

Once you’ve completed your application and connected with an admissions representative, you’re ready to create your schedule.


Are you ready to begin this journey for yourself?