University of Colorado Boulder - Machine Learning: Theory and Hands-on Practice with Python Specialization
- Offered byCoursera
- Public/Government Institute
Machine Learning: Theory and Hands-on Practice with Python Specialization at Coursera Overview
Machine Learning: Theory and Hands-on Practice with Python Specialization
at Coursera
Duration | 4 months |
Total fee | Free |
Mode of learning | Online |
Official Website | Explore Free Course  |
Credential | Certificate |
Machine Learning: Theory and Hands-on Practice with Python Specialization
Table of content
- Overview
- Highlights
- Course Details
- Curriculum
Machine Learning: Theory and Hands-on Practice with Python Specialization at Coursera Highlights
Machine Learning: Theory and Hands-on Practice with Python Specialization
at Coursera
- Earn a Certificate upon completion
Machine Learning: Theory and Hands-on Practice with Python Specialization at Coursera Course details
Machine Learning: Theory and Hands-on Practice with Python Specialization
at Coursera
Skills you will learn
More about this course
- 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 Master of Science in Data Science (MS-DS) degree offered on the Coursera platform
Machine Learning: Theory and Hands-on Practice with Python Specialization at Coursera Curriculum
Machine Learning: Theory and Hands-on Practice with Python Specialization
at Coursera
Introduction to Machine Learning: Supervised Learning
Unsupervised Algorithms in Machine Learning
Introduction to Deep Learning
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