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UCSanDiegoX: Machine Learning Fundamentals

324,00 €

Understand machine learning’s role in data-driven modeling, prediction, and decision-making.

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324,00 €

Understand machine learning’s role in data-driven modeling, prediction, and decision-making.

Categories ,

Discover the Course

About this course

Do you want to build systems that learn from experience? Or exploit data to create simple predictive models of the world?

In this course, part of the Data Science MicroMasters program, you will learn a variety of supervised and unsupervised learning algorithms, and the theory behind those algorithms.

Using real-world case studies, you will learn how to classify images, identify salient topics in a corpus of documents, partition people according to personality profiles, and automatically capture the semantic structure of words and use it to categorize documents.

Armed with the knowledge from this course, you will be able to analyze many different types of data and to build descriptive and predictive models.

All programming examples and assignments will be in Python, using Jupyter notebooks.

At a glance

  • Institution: UCSanDiegoX
  • Subject: Data Analysis & Statistics
  • Level: Advanced
  • Prerequisites:
    1. The previous courses in the MicroMasters program: DSE200x and DSE210x
    2. Undergraduate level education in:
      • Multivariate calculus
      • Linear algebra
  • Language: English
  • Video Transcript: English
  • Associated programs:
    • MicroMasters® Program in Data Science
  • Associated skills:Forecasting, Python (Programming Language), Algorithms, Jupyter, Machine Learning, Data Science, Predictive Modeling, Unsupervised Learning

What you’ll learn

  • Classification, regression, and conditional probability estimation
  • Generative and discriminative models
  • Linear models and extensions to nonlinearity using kernel methods
  • Ensemble methods: boosting, bagging, random forests
  • Representation learning: clustering, dimensionality reduction, autoencoders, deep nets

Course Overview

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Certifiable Skils

Earn recognized certificates to showcase your progress.

Practical Impact

Gain immediately usable knowledge you can apply at work or life.

Progress Tracking

Track your growth every course, see how far you’ve come.

Career & Personal Growth

Advance professionally while growing personally.

FAQ

What makes ClearTech different?

We combine wide course variety, AI-driven personalization, and practical content so you learn what matters, efficiently.

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