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.
Course details
CEUs 4.8
Schedule Evenings, Independent
Location Online
Cost
$13,140
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
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
- High school level math, including probability and linear algebra
Syllabus
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
Machine Learning and Artificial Intelligence (AI) Bootcamp
Total classroom hours
48 hours
Schedule
Online
Independent, 12:00 AM - 12:00 AM, 3/15/2021 - 5/15/2021
Quarter: Spring
Total cost
$13,140
Instructor: Nilesh Londhe
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
Machine Learning and Artificial Intelligence (AI) Bootcamp
Total classroom hours
48 hours
Schedule
Online
Independent, 12:00 AM - 12:00 AM, 4/15/2021 - 6/15/2021
Quarter: Spring
Total cost
$13,140
Instructor: Nilesh Londhe
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
Machine Learning and Artificial Intelligence (AI) Bootcamp
Total classroom hours
48 hours
Schedule
Online
Independent, 12:00 AM - 12:00 AM, 5/15/2021 - 7/15/2021
Quarter: Spring
Total cost
$13,140
Instructor: Nilesh Londhe
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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