Unleash Creativity: Excel in Generative AI with Premier Online Training.

Post-graduate Programs, or PGP in Machine Learning, are educational training programs that cover the principles, methods and practical applications of machine learning. From neural networks and deep learning to unsupervised and supervised learning in artificial intelligence, these courses cover a wide range of topics for enthusiastic learners. 

These courses also incorporate realistic tasks and hands-on assignments to provide learners with exposure and help them hone their machine-learning abilities. One can also leverage Python's integrated libraries, such as Pandas, Matlab Find, matplotlib, and Scikit, to learn data exploration and visualization. 

These AI courses are designed for people who have technical skills and who want to work in the disciplines of data science, artificial intelligence, or related fields. So, if all this already makes you feel excited, you should know that you’ve made the right career decision. 

Course Duration, Eligibility Criteria, And Prerequisites

Course Duration

The exact duration of a machine learning course depend on various factors, like the platform offering the course, the university it affiliates with, and more. On average, the duration of an online machine learning course in Singapore ranges between 6 months and 1.5 years. 

Eligibility Criteria 

Prerequisites 

Firstly, the good news is that anyone can pursue a machine learning online degree in Singapore, irrespective of their technical expertise or background. Besides this, some prerequisites to enroll in an ML and AI course are as follows: 

• Knowledge of the basics of Python programming
• Fundamental knowledge of mathematical and statistical concepts
• A bachelor’s degree (preferably in computer science) and two years of job experience, including some startup background. 
• For this course of study, it is advised that applicants have some basic programming experience. 
• A basic knowledge and understanding of no less than one programming language. 
• Python is among the ideal coding language for Machine Learning courses in Singapore since it is simple and easy. 

Course Objectives And Learning Outcomes

Curriculum Highlights And Specializations Available

Although the course curriculum varies from one machine learning course to another, here are a few common curricula highlights you should know: 

• Introduction to the fundamentals of machine learning
• Supervised machine learning and linear regression
• Logistic regression, classification, and clustering 
• Random forest classifiers and decision tree 
• Support vector machine and naive Bayes 
• Unsupervised machine learning 
• Data modeling Principle Component Analysis 

Although the specializations available for a deep learning AI and ML course varies from course to course, some commonly offered specializations are highlighted in this table: 

Case Studies And Real-World Applications Covered

ML, data science and AI courses are the best choices if you're still wondering how to avoid coming across as a beginner to employers, where to obtain real-world projects for your resume, or where to master Machine Learning via practice. 

This ML and AI course contains everything you need to know to thrive in the actual world of data science and takes an instructor-led approach to real-world scenarios. There are some fascinating case studies, such as:

• Guiding users to subscription offerings using app usage analysis
• Leveraging GPS data to anticipate customer location
• Defining fashion 
• Detecting diabetes at an early stage
• Lowering finance turnover rate 
• Predicting currency exchange rates in the future 
• Breast cancer prognostication, plus a lot more!

Hands-On Projects And Industry Collaborations

Here is a table representing the hands-on projects and industry collaborations you get to work on while pursuing a master's in AI Singapore: 

By pursuing machine learning and AI courses from one of the top universities in Singapore, you'll improve your technical proficiency and acquire knowledge about how to use machine learning to support activities like pattern recognition and data visualization, among others. 

Your applied machine learning activities will help you improve financial and investment approaches, risk mitigation decision-making, and marketing approach optimization and performance analysis. 

So, let’s check the top universities offering ML and AI courses in Singapore: 

Liverpool John Moores University

Overview Of Courses Offered, Including Degree Programs And Certifications

Master of Science in Machine Learning & AI 

By pursuing a master’s degree in machine learning from Liverpool John Moores University (LJMU), which is currently among the top 1% of universities worldwide, anyone can kickstart their professional journey in machine learning. 

With this PGP in machine learning, one can develop highly sought-after skills, like reinforcement learning, NLP, and deep learning, while working on more than dozens of industrial projects, numerous programming languages, and a dissertation. 

With a strong background in mathematics, proficiency in course-relevant tools and languages, and knowledge of advanced algorithms and applications, this curriculum aims to generate highly competent data scientists and AI experts. 

• Finish all requirements for this distinguished M.Sc. degree from LJMU in the UK to advance your ML & AI profession. 
• Get free and quick access to LJMU's entire digital collection to conduct research for and write your dissertation. 
• Save a considerable cost of an in-person course while earning a Master's degree that WES recognizes. 

Upon successfully completing this program, the participants get awarded an Executive PGP in ML and AI from IIIT Bangalore and a Master’s degree from LJMU. 

What Makes This Program So Beneficial:

• Innovative curriculum developed by industry leaders & experienced faculty for the master of science in ml & ai without quitting your job 
• Alumni status from Liverpool John Moores College improves you with 450+ hours of learning. 

Career And Job Opportunities Offered By The University

Fee Structures and Options

International Institute of Information Technology Bangalore (IIIT-B)

Overview Of Courses Offered, Including Degree Programs And Certifications

The first program that the IIIT-B offers for machine learning aspirants is:

→ Executive PG Program in Machine Learning & Artificial Intelligence

The executive PG program in machine learning and artificial intelligence from IIIT-B lets you work on numerous industry projects while learning unique programming tools. You get to acquire skills by the end of the course, such as AI strategy creation, MLOps, NLP, and Deep Learning. 

Enroll in this course and become an IIITB Alumni and join the global network of successful IIITB Alumni.  With the possibilities for connecting with Machine Learning professionals and your experienced fellow learners, develop a solid network that will last a lifetime. 

Individuals wishing to gain insight, skills, and hands-on experience in cutting-edge innovations, including deep learning, NLP, graphic modeling, and reinforcement learning, as well as a strong foundation in statistics, should enroll in this ML and AI course. Over the course of 13 months, this course necessitates persistent effort and time dedication. 

→ Advanced Certificate Programme in Machine Learning & Deep Learning

Deep learning AI and ML capabilities are in high demand, and knowing them is to future-proof your career. Advance your career with individualized mentoring from sector experts, practical projects, and 360-degree career assistance. Begin your adventure right now for only INR 3,037 per month. 

With the possibilities for connecting with Machine Learning specialists and your experienced fellow learners, develop a solid network that will last a lifetime. With the aid of this cutting-edge curriculum, acquire theoretical knowledge and practical comprehension. To distinguish out in the ML and AI sector, learn a variety of tools and languages. 

Career and Job Opportunities Offered by the University

Fee Structures and Options

University of Maryland

Overview Of Courses Offered, Including Degree Programs And Certifications

A one-of-a-kind Professional Certificate in Machine Learning and Artificial Intelligence will help you develop into a data-driven executive. This 360-degree curriculum will position you at the cutting edge of the Machine Learning & Artificial Intelligence boom and is instructed by top professors & industry leaders. 

Display your diploma from one of the top 20 public universities in the US. Hone your machine learning and AI skills in a practical way. The program of study is a 7-month online course that is both interesting and demanding. 

It was created exclusively for both tech and non-tech professionals who want to further their careers in machine learning and artificial intelligence by gaining practical skills and expertise, building a professional network, and learning more about these fields. The Robert H. Smith School of Business at the University of Maryland awards the credential. 

Benefit From This Program:

• Get a professional certification from the renowned University of Maryland without even leaving your job. 
• The University of Maryland faculty provides state-of-the-art education and training on machine learning topics. 
• By leveraging the power and capabilities of AI and machine learning, you may advance your profession. 
• A practical capstone project that increases your understanding of your desired field 

Career and Job Opportunities offered by the University

Career Prospects:  

• The training will acquaint you with developments in AI and machine learning if you are a data scientist or senior data analyst. 
• To enter into a Data Science or Machine Learning career, know and comprehend the mathematics underlying algorithms and how to adapt them to your needs.
• The curriculum will help you comprehend how to develop a systematic method to address a company's issue and give you the necessary tools so that you may transfer to a Machine Learning or a Data Science career, in addition to acquainting advancements in ML and AI. 

Job Opportunities:  

• Data Engineer/Big Data Engineer: The program will establish a solid foundation of deep learning and statistics, as well as problem-solving skills to let you learn how to solve enterprise-level problems.

• Software Developers: The program will assist you in establishing a strong foundation of not only statistics and deep learning but also business operations familiarity. 

Fee Structures and Option

Who are these courses suitable for?

• Anybody with a passion for machine learning.
• Learners who wish to start studying machine learning and have studied mathematics in high school.
• Any intermediate-level individuals who are familiar with the fundamentals of machine learning, covering the traditional methods like logistic regression or regression with errors, but who seek interest in finding out more and exploring all the diverse areas of machine learning. 
• Anyone passionate about machine learning who isn't very comfortable with programming and wants to implement it quickly to datasets. 
• Any undergraduates who wish to begin a profession in data science. Anyone looking to advance their machine learning skills as a data analyst. 

• Anyone wishing to become a data scientist and is currently dissatisfied with their current position. 
• Anyone who wants to use strong machine learning techniques to provide value to their business.

What are the prerequisites for enrolling in these courses?

The prerequisites for enrolling in ML and AI courses are as follows:

• Basic understanding of programming 
• Bachelor’s degree with a minimum of two years of work experience
• Having knowledge of high school-level mathematics.

Can individuals with non-technical backgrounds pursue these courses?

With access to the right course, resources, and tools, one can master machine learning without much effort. And sure, you shouldn’t be concerned about your lack of a mathematical degree since machine learning experts come from a variety of fields rather than just one. 

Coding languages that are easy for non-technical individuals to master via video tutorials, textbooks, and other educational materials, like Python, are used in many AI courses. 

How can these courses benefit professionals in various industries?

These courses benefit professionals in numerous industries in the following ways: 

• There are numerous job openings across a wide range of industries, and the demand for AI and ML experts is expanding quickly. 
• AI and ML can be applied to customize client interactions and deliver faster, more accurate service. 
• Many manual processes can be automated with ML and AI, freeing up staff to concentrate on more innovative work. 

What career opportunities are available after completing these courses?

You can become a highly-paid machine learning designer, business intelligence developer, NLP scientist, data scientist, or machine learning engineer with previous experience in machine learning. 

What are the future prospects of machine learning and AI in Singapore?

As of March 2022, there will be more than 10,000 data science employment opportunities in Singapore, as reported by LinkedIn. In addition to the increase in AI-related employment in Singapore, LinkedIn data provided to CNA shows that in 2022, hiring for AI talent will grow at a rate 14% faster than overall hiring.