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.

Top Machine Learning Andrew Ng Courses - Learn Machine Learning Andrew Ng Online

Explore the Andrew Ng Machine Learning Course Catalog

Universidad de los Andes
Maestría en Ingeniería de Software
Skills you'll gain: User Story, Process Analysis, Maintainability, Test Automation, Angular, Android Jetpack, Risk Mitigation, Cloud-Native Computing, Dashboard, Design Thinking, Site Reliability Engineering, API Design, Video Game Development, Internet Of Things, Sprint Planning, User Experience Design, Microservices, Machine Learning, Security Requirements Analysis, Cloud Applications
Earn a degree
Degree · 1 - 4 Years
University of Colorado Boulder
Power Electronics Graduate Certificate
Skills you'll gain: Power Electronics, Debugging, Tensorflow, Computer Vision, Display Devices, Control Systems, Computer Displays, Image Analysis, Semiconductors, Electronic Systems, PyTorch (Machine Learning Library), Artificial Neural Networks, Systems Design, Applied Machine Learning, USB, Electrical Engineering, Technical Design, Electrical Systems, Computer Programming Tools, Electrical Power
Credit offered
Graduate Certificate · 6 - 12 Months
Google Cloud
Responsible AI for Developers: Fairness & Bias - Polski
Skills you'll gain: Data Ethics, Artificial Intelligence, Artificial Intelligence and Machine Learning (AI/ML), Open Source Technology, Google Cloud Platform, Tensorflow
Intermediate · Course · 1 - 3 Months
University of Illinois at Urbana-Champaign
Instructional Design MasterTrack® Certificate
Skills you'll gain: Process Improvement, Supply Chain, Supply Chain Management, Supply Chain Systems, Operations Management, Supply Chain Planning, Change Management, Business Operations, Process Analysis, Statistical Process Controls, Instructional Design, Materials Management, Continuous Improvement Process, Education Software and Technology, Process Capability, Learning Management Systems, Augmented and Virtual Reality (AR/VR), Technology Strategies, Solution Design, System Implementation
Credit offered
Mastertrack · 6 - 12 Months
University of London
Graduate Diploma in Computer Science
Skills you'll gain: Virtual Reality, Human Computer Interaction, Game Design, Full-Stack Web Development, React Native, Agile Software Development, Animations, Data Ethics, Git (Version Control System), Event-Driven Programming, Network Security, Web Applications, Data Science, Natural Language Processing, Unsupervised Learning, Combinatorics, Database Design, Web Development, Generative AI, Usability Testing
Credit offered
Graduate Certificate · 6 - 12 Months
Universidad de los Andes
Analítica de datos: visualización, predicción y toma de decisiones Certificado MasterTrack®
Skills you'll gain: Network Analysis, Data Storytelling, Predictive Modeling, Data Presentation, Marketing Analytics, Cash Flows, Product Marketing, Matplotlib, Financial Data, Financial Statement Analysis, Portfolio Management, Data Cleansing, Advertising, Applied Machine Learning, Statistical Machine Learning, Random Forest Algorithm, Operations Research, Natural Language Processing, Mathematical Modeling, Systems Analysis
Credit offered
Mastertrack · 6 - 12 Months
University of London
Graduate Certificate in Computer Science
Skills you'll gain: Virtual Reality, Human Computer Interaction, Game Design, Full-Stack Web Development, React Native, Agile Software Development, Animations, Data Ethics, Git (Version Control System), Event-Driven Programming, Network Security, Web Applications, Data Science, Natural Language Processing, Unsupervised Learning, Combinatorics, Database Design, Web Development, Generative AI, Usability Testing
Credit offered
Graduate Certificate · 6 - 12 Months
University of Illinois at Urbana-Champaign
Master of Science in Management
Skills you'll gain: Data Storytelling, Management Accounting, Fund Accounting, Operations Management, Mergers & Acquisitions, Financial Statement Analysis, Marketing, Risk Management, Machine Learning Algorithms, Business Strategy, Financial Auditing, Descriptive Statistics, Variance Analysis, Process Improvement, Marketing Analytics, Generative AI, Financial Market, Strategic Decision-Making, Corporate Tax, Global Marketing
Earn a degree
Degree · 1 - 4 Years
University of Illinois at Urbana-Champaign
Business Analytics Graduate Certificate
Skills you'll gain: Data Storytelling, Management Accounting, Fund Accounting, Operations Management, Mergers & Acquisitions, Financial Statement Analysis, Marketing, Risk Management, Machine Learning Algorithms, Business Strategy, Financial Auditing, Descriptive Statistics, Variance Analysis, Process Improvement, Marketing Analytics, Generative AI, Financial Market, Strategic Decision-Making, Corporate Tax, Global Marketing
Credit offered
Graduate Certificate · 6 - 12 Months
University of Illinois at Urbana-Champaign
CPA Pathways Graduate Certificate
Skills you'll gain: Data Storytelling, Management Accounting, Fund Accounting, Operations Management, Mergers & Acquisitions, Financial Statement Analysis, Marketing, Risk Management, Machine Learning Algorithms, Business Strategy, Financial Auditing, Descriptive Statistics, Variance Analysis, Process Improvement, Marketing Analytics, Generative AI, Financial Market, Strategic Decision-Making, Corporate Tax, Global Marketing
Credit offered
Graduate Certificate · 6 - 12 Months
S.P. Jain Institute of Management and Research
Post Graduate Diploma in Management Online
Skills you'll gain: Mergers & Acquisitions, Search Engine Marketing, Working Capital, Operations Management, Business Valuation, Competitive Analysis, Manufacturing Operations, Design Thinking, Business Strategy, Supply Chain Management, Digital Transformation, Consumer Behaviour, Persuasive Communication, Integrated Marketing Communications, Organizational Leadership, Team Management, Organizational Change, Change Management, Financial Statement Analysis, Portfolio Management
Earn a degree
Degree · 1 - 4 Years
University of Colorado Boulder
Master of Science in Electrical and Computer Engineering
Skills you'll gain: Object Oriented Design, User Story, New Product Development, Systems Engineering, Real-Time Operating Systems, Unsupervised Learning, Field-Programmable Gate Array (FPGA), Failure Analysis, Delegation Skills, Sampling (Statistics), Supplier Management, Sustainability Reporting, Accountability, Data Ethics, Data Mining, Goal Setting, Proposal Writing, Generative AI, Process Capability, Diversity Equity and Inclusion Initiatives
Earn a degree
Degree · 1 - 4 Years