What is Machine Learning?
Machine learning is an area of artificial intelligence and computer science that includes the development of software and algorithms that can make predictions based on data. The software can make decisions and follow a path that is not specifically programmed. Machine learning is used within the field of data analytics to make predictions based on trends and insights in the data.
A prime example of the application of machine learning is the autonomous vehicle. Sensors around the vehicle deliver thousands of data points which are analyzed and processed to move the vehicle toward its destination. Collective data from thousands of self-driving cars can be used to improve vehicle safety and prevent accidents.
Online Courses in Machine Learning
Microsoft, Columbia, Caltech and other major universities and institutions offer introductory courses in machine learning and artificial intelligence. Gain a stronger understanding of the major machine learning projects with helpful examples. Learn how to build complex data models, explore data classification and regression, clustering methods, sequential models, matrix factorization and explore other key parts of this exciting field.
Jobs in Machine Learning
Funding for research and development in the fields of machine learning and artificial intelligence is growing at a rapid pace. This translates into strong demand for experts that can produce better insights from data. At the time of this writing, Indeed.com listed over 1300 full-time, open positions for machine learning specialists, people who can write, implement, test and improve machine learning models. Top job titles include Machine Learning Engineer, Data Mining Engineer, AI Engineer and Machine Learning Infrastructure Developer and salary estimates range as high as $130K per year. Building your data analysis and programming expertise can significantly improve your CV and help you enter the exciting world of machine learning. Get started with an introductory course today.
Explore a Career in Machine Learning
The field of machine learning is booming and having the right skills and experience can help you get a path to a lucrative career. Take an online machine learning course and explore other AI, data science, predictive analytics and programming courses to get started on a path to this exciting career.
About this course
This Machine Learning with Python course dives into the basics of Machine Learning using Python, an approachable and well-known programming language. You’ll learn about Supervised vs Unsupervised Learning, look into how Statistical Modeling relates to Machine Learning, and do a comparison of each.
You’ll look at real-life examples of Machine Learning and how it affects society in ways you may not have guessed!
We’ll explore many popular algorithms including Classification, Regression, Clustering, and Dimensional Reduction and popular models such as Train/Test Split, Root Mean Squared Error and Random Forests.
Most importantly, you will transform your theoretical knowledge into practical skill using hands-on labs. Get ready to do more learning than your machine!
What you’ll learn
- Supervised vs Unsupervised Machine Learning
- How Statistical Modeling relates to Machine Learning, and how to do a comparison of each.
- Different ways machine learning affects society
- Module 1 – Introduction to Machine Learning
Applications of Machine Learning
Supervised vs Unsupervised Learning
Python libraries suitable for Machine LearningModule 2 – Regression
Model evaluation methodsModule 3 – Classification
Support Vector Machines
Module 4 – Unsupervised Learning
Module 5 – Recommender Systems
Content-based recommender systems
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