Harvard University

Machine Learning and AI with Python

Harvard University via edX

edX

7 Courses


Harvard University is a globally recognized, private Ivy League research university based in Cambridge, Massachusetts. Established in 1636, it is one of the most ancient institutions of higher learning in the United States.

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Overview

Embark on a transformative journey into the realm of artificial intelligence (AI) and machine learning with Python, offered by Harvard University through edX. This meticulously designed course delves into the intricate world of decision-making processes enhanced by AI.

Understanding the complexities of making decisions in a world inundated with data is challenging. That's where the power of machine learning with Python steps in, revolutionizing the way organizations handle massive repositories of data. By teaching machines to learn from data, predict outcomes, and make informed decisions, this course positions you at the forefront of technological advancements.

Starting with the foundation of machine learning - decision trees - the course gradually escalates your expertise through an exploration of more sophisticated algorithms, including bagging and random forests, and eventually leading into gradient boosting.

Practical application is a cornerstone of this learning experience. Utilizing real-world case studies and sample data sets, participants will engage in a hands-on approach to understand the mechanics behind machine learning. This includes setting expectations, analyzing outcomes, and continuously refining machine learning models to ensure accuracy and prevent common pitfalls such as overfitting and biased results.

By the end of this course, participants will have a solid understanding of how to leverage Python for machine learning, ensuring they're well-prepared to harness the full potential of their data. This course is part of a comprehensive curriculum that spans Artificial Intelligence Courses, Python Courses, and Machine Learning Courses, solidifying your expertise in these cutting-edge technological domains.

Syllabus


Taught by

Pavlos Protopapas


Tags

united states

provider edX

edX

294 Courses


edX

pricing Free Online Course (Audit)
language English
duration 6 weeks, 4-5 hours a week
sessions On-Demand
level Intermediate