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Machine Learning with Python

Statistics and Data Science MicroMasters® Program,

Machine learning methods are commonly used across engineering and sciences, from computer systems to physics. Moreover, commercial sites such as search engines, recommender systems (e.g., Netflix, Amazon), advertisers, and financial institutions employ machine learning algorithms for content recommendation, predicting customer behavior, compliance, or risk.

As a discipline, machine learning tries to design and understand computer programs that learn from experience for the purpose of prediction or control.

In this course, students will learn about principles and algorithms for turning training data into effective automated predictions. We will cover:

  • Representation, over-fitting, regularization, generalization, VC dimension;
  • Clustering, classification, recommender problems, probabilistic modeling, reinforcement learning;
  • On-line algorithms, support vector machines, and neural networks/deep learning.

Students will implement and experiment with the algorithms in several Python projects designed for different practical applications.

This course is part of the MITx MicroMasters Program in Statistics and Data Science. Master the skills needed to be an informed and effective practitioner of data science. You will complete this course and three others from MITx, at a similar pace and level of rigor as an on-campus course at MIT, and then take a virtually-proctored exam to earn your MicroMasters, an academic credential that will demonstrate your proficiency in data science or accelerate your path towards an MIT PhD or a Master's at other universities. To learn more about this program, please visit https://micromasters.mit.edu/ds/.

If you have specific questions about this course, please contact us at [email protected]

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Rating Not enough ratings
Length 15 weeks
Effort 10 - 14 hours per week
Starts Sep 8 (last week)
Cost $300
From MITx via edX
Instructors Regina Barzilay, Tommi Jaakkola, Karene Chu
Download Videos On all desktop and mobile devices
Language English
Subjects Programming Data Science Mathematics
Tags Computer Science Data Analysis & Statistics Math

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Rating Not enough ratings
Length 15 weeks
Effort 10 - 14 hours per week
Starts Sep 8 (last week)
Cost $300
From MITx via edX
Instructors Regina Barzilay, Tommi Jaakkola, Karene Chu
Download Videos On all desktop and mobile devices
Language English
Subjects Programming Data Science Mathematics
Tags Computer Science Data Analysis & Statistics Math

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