What is advanced machine learning?

Advanced machine learning is a field of computer science that looks at how to improve computing power by allowing programs to learn as they run, without additional programming. It is a form of artificial intelligence. Advanced machine learning calls for sophisticated programming that includes statistical analysis and generative adversarial networks to find the best path to learning.

What are typical careers that use advanced machine learning?

Typical careers that use advanced machine learning are in data engineering, data science, and computer programming. These are fields where work with big data sets is expected to increase. Advanced machine learning is also widely used in algorithmic trading and finance, so people who want to work in financial markets may want to learn it. Advanced machine learning is a field that is expected to grow as more computing environments include some aspects of machine learning. Management careers that involve data analysis, strategic planning, and prediction are easier when the programs can learn about the data involved.

How can online courses help me learn advanced machine learning?

Online courses can help you learn advanced machine learning through courses, Specializations, and Professional Certificates offered by universities and by software companies. Courses in Apache Spark, Keras, TensorFlow, MongoDb, and PySpark, among other packages, can help you learn how machine learning works in specific programming environments. Other classes cover the math and statistics needed to understand the underlying logic. Despite the name, not all courses are at an advanced level, although beginner courses in advanced machine learning call for background knowledge. Specializations and Guided Projects help you demonstrate your knowledge and test what you know.

What skills or experience should I have before pursuing advanced machine learning?

You'll want to make sure you have a strong foundation of machine learning fundamentals before moving onto advanced concepts and classes. It's helpful to know the fundamentals of scalable data science and mathematics, including linear algebra and multivariate calculus. Programming, especially in Python, is also recommended, as is basic knowledge of SQL.

Best Advanced Machine Learning Courses & Certificates Online [2024]

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Choose the Advanced Machine Learning Course That Aligns Best With Your Educational Goals

Multiple educators
Machine Learning
Skills you'll gain: Machine Learning, Machine Learning Algorithms, Applied Machine Learning, Algorithms, Deep Learning, Machine Learning Software, Artificial Neural Networks, Human Learning, Statistical Machine Learning, Python Programming, Regression, Mathematics, Tensorflow, Critical Thinking, Network Model, Training, Reinforcement Learning
Build toward a degree
4.9 stars
(27K reviews)
Beginner · Specialization · 1 - 3 Months
DeepLearning.AI
Advanced Learning Algorithms
Skills you'll gain: Applied Machine Learning, Machine Learning, Machine Learning Algorithms, Algorithms, Artificial Neural Networks, Deep Learning, Network Model, Tensorflow, Machine Learning Software, Training
4.9 stars
(6.3K reviews)
Beginner · Course · 1 - 4 Weeks
Google Cloud
Advanced Machine Learning on Google Cloud
Skills you'll gain: Machine Learning, Google Cloud Platform, Applied Machine Learning, Human Learning, Machine Learning Algorithms, Natural Language Processing, Machine Learning Software, Cloud Computing, Artificial Neural Networks, Tensorflow, Cloud Platforms
4.5 stars
(1.5K reviews)
Advanced · Specialization · 3 - 6 Months
Google
Google Advanced Data Analytics
Skills you'll gain: Communication, Computer Programming, Data Analysis, Data Visualization, Exploratory Data Analysis, General Statistics, Machine Learning, Planning, Probability Distribution, Project Management, Python Programming, Regression, Statistical Analysis, Tableau Software
Build toward a degree
4.7 stars
(4.5K reviews)
Advanced · Professional Certificate · 3 - 6 Months
Imperial College London
Mathematics for Machine Learning
Skills you'll gain: Algebra, Linear Algebra, Mathematics, Machine Learning, Mathematical Theory & Analysis, Computer Programming, Python Programming, Machine Learning Algorithms, Calculus, Computational Logic, Algorithms, Applied Machine Learning, Differential Equations, Problem Solving, Statistical Analysis, Dimensionality Reduction, Statistical Programming, Regression
4.6 stars
(14K reviews)
Beginner · Specialization · 3 - 6 Months
University of Michigan
Applied Machine Learning in Python
Skills you'll gain: Algorithms, Machine Learning, Machine Learning Algorithms, Python Programming, Applied Machine Learning, Statistical Machine Learning, Data Analysis, Regression, Human Learning, Statistical Programming, Computer Programming
4.6 stars
(8.5K reviews)
Intermediate · Course · 1 - 4 Weeks
IBM
Machine Learning with Python
Skills you'll gain: Machine Learning, Algorithms, Data Analysis, Human Learning, Python Programming, Regression
4.7 stars
(16K reviews)
Intermediate · Course · 1 - 3 Months
EDHEC Business School
Investment Management with Python and Machine Learning
Skills you'll gain: Investment Management, Finance, Python Programming, Data Analysis, Computer Programming, Machine Learning, Statistical Programming, Applied Machine Learning, Financial Analysis, Machine Learning Algorithms, Risk Management, Statistical Machine Learning, Data Analysis Software, Data Management, Data Mining, Natural Language Processing, Algorithms, Human Learning, Big Data, Computer Science
4.6 stars
(1.7K reviews)
Beginner · Specialization · 3 - 6 Months
DeepLearning.AI
Machine Learning in Production
Skills you'll gain: Machine Learning, Applied Machine Learning, Leadership and Management
4.8 stars
(3K reviews)
Intermediate · Course · 1 - 4 Weeks
Google
The Nuts and Bolts of Machine Learning
Skills you'll gain: Machine Learning, Python Programming
4.8 stars
(388 reviews)
Advanced · Course · 1 - 3 Months
Fractal Analytics
Advanced Machine Learning Algorithms
3.7 stars
(6 reviews)
Beginner · Course · 1 - 3 Months
Meta
Advanced Data Modeling
Skills you'll gain: Data Model, Data Warehousing, Tableau Software
4.3 stars
(90 reviews)
Intermediate · Course · 1 - 4 Weeks