Course Number
685.621
Next Offered
Fall 2024
Primary Program
Location
Online
Course Format
Asynchronous Online

This course offers an in-depth journey through the algorithmic concepts vital for mastering the intricacies of data science. It begins with an intensive examination of algorithm analysis, with a special focus on understanding the runtime complexities essential for addressing real-world data problems. The curriculum encompasses thorough training in data preprocessing, along with foundational knowledge in probability and statistics, equipping students to proficiently clean and interpret data. The course introduces key mathematical transformations such as Eigen decomposition, FFT, DCT, and Wavelets. These tools are crucial for unearthing underlying patterns in data by creating innovative feature spaces. Students will explore a seamless blend of diverse algorithm types, including intelligent algorithms, statistical algorithms, optimization algorithms, graph algorithms, and learning algorithms. This comprehensive approach, enriched with optimization techniques, forms a holistic toolkit for the contemporary Data Scientist. Moving beyond theoretical concepts, the course delves into practical aspects of analysis, visualization, and understanding of complexity classes. Occasional forays into algorithmic proofs enhance the theoretical grounding of students, bridging theory with practical application. The course culminates in modules focused on data modeling and visualization, enabling students to adeptly apply algorithmic techniques to produce insightful and meaningful data representations. Upon completing this course, students will be thoroughly equipped with both practical and theoretical algorithmic strategies, preparing them to confidently address a wide array of challenges in the data science field. Students can only earn credit for one of EN.605.620, EN.605.621, or EN.685.621.

Course Offerings

Waitlist Only

Algorithms for Data Science

685.621.81
08/26/2024 - 12/10/2024
Semester
Fall 2024
Course Format
Asynchronous Online
Location
Online
Cost
$5,270.00
Course Materials
Waitlist Only

Algorithms for Data Science

685.621.82
08/26/2024 - 12/10/2024
Semester
Fall 2024
Course Format
Asynchronous Online
Location
Online
Cost
$5,270.00
Course Materials
Waitlist Only

Algorithms for Data Science

685.621.83
08/26/2024 - 12/10/2024
Semester
Fall 2024
Course Format
Asynchronous Online
Location
Online
Cost
$5,270.00
Course Materials
Open

Algorithms for Data Science

685.621.84
08/26/2024 - 12/10/2024
Semester
Fall 2024
Course Format
Asynchronous Online
Location
Online
Cost
$5,270.00
Course Materials