Machine Learning and Artificial Intelligence (AI) Bootcamp

This course covers fundamental concepts of Machine Learning (ML) and Artificial Intelligence (AI) systems, as well as neural networks and deep learning. This course is offered in partnership with Cloud Genius.

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Course details

ceus icon CEUs 4.8

schedule icon Schedule Evenings, Independent

location icon Location Online

cost icon Cost

$13,140

payment plan

Registration details

Machine Learning and Artificial Intelligence (AI) Bootcamp

This course covers fundamental concepts of Machine Learning (ML) and Artificial Intelligence (AI) systems, as well as neural networks and deep learning. This course is offered in partnership with Cloud Genius.

What you’ll be able to do — competencies

  • Apply fundamental principles of m¬achine learning and AI systems, as well as neural networks and deep learning
  • Optimize a cost function; how to handle, clean and prepare data; and how to select a model and tune hyperparameters, among other topics

Course description

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Machine Learning and AI Bootcamp includes fundamental concepts of machine learning and AI systems, as well as neural networks and deep learning. You will learn the key concepts, the intuition, and the tools that you will need to implement intelligent systems capable of learning from data using production ready open source implementations of modern algorithms. Expect to use Scikit-learn, Tensorflow and Keras running in a Jupyter notebook.

This course is offered through Cloud Genius.

Prerequisites

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  • High school level math, including probability and linear algebra

Syllabus

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Fundamentals of Machine Language (ML) and Artificial Intelligence (AI)

  • What is Machine Learning
  • What problems does it try to solve?
  • What are the main categories and fundamental concepts of Machine Learning systems?
  • The main steps in a typical Machine Learning project
  • Learning by fitting a model to data
  • Optimizing a cost function
  • Handling, cleaning, and preparing data
  • Selecting and engineering features
  • Selecting a model and tuning hyperparameters using cross-validation
  • The main challenges of Machine Learning, in particular underfitting and overfitting (the bias/variance tradeoff)
  • Reducing the dimensionality of the training data to fight the curse of dimensionality
  • The most common learning algorithms: Linear and Polynomial Regression, Logistic Regression, k-Nearest Neighbors, Support Vector Machines, Decision Trees, Random Forests and Ensemble methods

Neural Networks & Deep Learning

  • What are neural nets? What are they good for?
  • Building and training neural nets using TensorFlow
  • The most important neural net architectures: feedforward neural nets convolutional nets, recurrent nets, long short-term memory (LSTM) nets and autoencoders
  • Techniques for training deep neural nets
  • Scaling neural networks for huge datasets
  • Reinforcement learning

Next available start dates

Online — Independent

Registration closed expand drawer icon collaspe drawer icon
Machine Learning and Artificial Intelligence (AI) Bootcamp
hours icon

Total classroom hours

48 hours

schedule icon

Schedule

Online

Independent, 11/15/2020 - 1/15/2020

Quarter: Fall

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Total cost

$13,140

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Instructor: Nilesh Londhe

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Notes

This is a self paced online course. You may work at your own pace, but suggested to run 8 weeks from start. This course is offered through Cloud Genius.

Online — Independent

Registration closes 12/11 expand drawer icon collaspe drawer icon
Machine Learning and Artificial Intelligence (AI) Boot Camp
hours icon

Total classroom hours

48 hours

schedule icon

Schedule

Online

Independent, 12:00 AM - 12:00 AM, 12/15/2020 - 2/15/2021

Quarter: Winter

cost icon

Total cost

$13,140

instructor icon

Instructor: Nilesh Londhe

notes icon

Notes

Online courses require an internet connection and the ability to interact both through audio and video using either a web cam/microphone, speakers/headset using a computer or via a mobile phone connection. Any costs associated with connectivity or equipment are the responsibility of the student. This is a self paced online course. You may work at your own pace, but suggested to run 8 weeks from start. This course is offered through Cloud Genius.

Online — Independent

Registration open expand drawer icon collaspe drawer icon
Machine Learning and Artificial Intelligence (AI) Boot Camp
hours icon

Total classroom hours

48 hours

schedule icon

Schedule

Online

Independent, 12:00 AM - 12:00 AM, 1/15/2021 - 3/15/2021

Quarter: Winter

cost icon

Total cost

$13,140

instructor icon

Instructor: Nilesh Londhe

notes icon

Notes

Online courses require an internet connection and the ability to interact both through audio and video using either a web cam/microphone, speakers/headset using a computer or via a mobile phone connection. Any costs associated with connectivity or equipment are the responsibility of the student. This is a self paced online course. You may work at your own pace, but suggested to run 8 weeks from start. This course is offered through Cloud Genius.

Online — Evenings

Registration open expand drawer icon collaspe drawer icon
Machine Learning and Artificial Intelligence (AI) Boot Camp
hours icon

Total classroom hours

48 hours

schedule icon

Schedule

Online

Evenings, 4:00 PM - 7:00 PM, 16 T Th, 1/26/2021 - 3/18/2021

Quarter: Winter

cost icon

Total cost

$13,139

instructor icon

Instructor: Nilesh Londhe

notes icon

Notes

Online courses require an internet connection and the ability to interact both through audio and video using either a web cam/microphone, speakers/headset using a computer or via a mobile phone connection. Any costs associated with connectivity or equipment are the responsibility of the student. This is an instructor led online course that meets twice a week.

Online — Independent

Registration open expand drawer icon collaspe drawer icon
Machine Learning and Artificial Intelligence (AI) Boot Camp
hours icon

Total classroom hours

48 hours

schedule icon

Schedule

Online

Independent, 12:00 AM - 12:00 AM, 2/15/2021 - 4/15/2021

Quarter: Winter

cost icon

Total cost

$13,140

instructor icon

Instructor: Nilesh Londhe

notes icon

Notes

Online courses require an internet connection and the ability to interact both through audio and video using either a web cam/microphone, speakers/headset using a computer or via a mobile phone connection. Any costs associated with connectivity or equipment are the responsibility of the student. This is a self paced online course. You may work at your own pace, but suggested to run 8 weeks from start. This course is offered through Cloud Genius.

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