About this Specialization
In the Machine Learning specialization, we will cover Supervised Learning, Unsupervised Learning, and the basics of Deep Learning. You will apply ML algorithms to real-world data, learn when to use which model and why, and improve the performance of your models. Starting with supervised learning, we will cover linear and logistic regression, KNN, Decision trees, ensembling methods such as Random Forest and Boosting, and kernel methods such as SVM. Then we turn our attention to unsupervised methods, including dimensionality reduction techniques (e.g., PCA), clustering, and recommender systems. We finish with an introduction to deep learning basics, including choosing model architectures, building/training neural networks with libraries like Keras, and hands-on examples of CNNs and RNNs. This specialization can be taken for academic credit as part of CU Boulder’s MS in Data Science or MS in Computer Science degrees offered on the Coursera platform. These fully accredited graduate degrees offer targeted courses, short 8-week sessions, and pay-as-you-go tuition. Admission is based on performance in three preliminary courses, not academic history. CU degrees on Coursera are ideal for recent graduates or working professionals. Learn more: MS in Data Science: https://www.coursera.org/degrees/master-of-science-data-science-boulder MS in Computer Science: https://coursera.org/degrees/ms-computer-science-boulder
From | University of Colorado Boulder via Coursera |
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Hours | 41 |
Instructor | Geena Kim |
Language | English |
Subjects | Programming Data Science |
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Careers
An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).
Supervised Dietitian - Nutritional Services - Orlando - Full Time $29k
Distance Learning Teacher $38k
Supervised Dietitian - Nutritional Services - Orlando - FT $38k
Distance Learning Coordinator/Learning Technologies Specialist $43k
Learning Coach/Mentor $51k
Supervised Visitation $60k
Learning Program Analyst $62k
Global Events Learning Specialist, Learning & Development $70k
Learning Producer $77k
Learning & Development Leader $90k
Senior Learning Specialist, Learning and Development $102k
Principal Learning Leader $176k
Courses in this Specialization
Listed in the order in which they should be taken
Starts | Course Information | |
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Jun |
Introduction to Machine Learning: Supervised Learning In this course, you’ll be learning various supervised ML algorithms and prediction tasks applied to different data. You’ll learn when to use which model and why, and how to... Coursera | University of Colorado Boulder |
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Jun |
Unsupervised Algorithms in Machine Learning One of the most useful areas in machine learning is discovering hidden patterns from unlabeled data. Add the fundamentals of this in-demand skill to your Data Science toolkit. In... Coursera | University of Colorado Boulder |
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From | University of Colorado Boulder via Coursera |
---|---|
Hours | 41 |
Instructor | Geena Kim |
Language | English |
Subjects | Programming Data Science |
Careers
An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).
Supervised Dietitian - Nutritional Services - Orlando - Full Time $29k
Distance Learning Teacher $38k
Supervised Dietitian - Nutritional Services - Orlando - FT $38k
Distance Learning Coordinator/Learning Technologies Specialist $43k
Learning Coach/Mentor $51k
Supervised Visitation $60k
Learning Program Analyst $62k
Global Events Learning Specialist, Learning & Development $70k
Learning Producer $77k
Learning & Development Leader $90k
Senior Learning Specialist, Learning and Development $102k
Principal Learning Leader $176k
Similar Courses
Sorted by relevance