In this advanced course, participants will learn specific concepts and advanced techniques of machine learning, such as Support Vector Machines, Random Forest, Boosting and Stacking, Cross Validation, Pipeline and many more.
DurationIn this advanced course, participants will learn specific concepts and advanced techniques of machine learning, such as Support Vector Machines, Random Forest, Boosting and Stacking, Cross Validation, Pipeline and many more.
Upon completing the course, participants will be able to explain the essential principles of algorithms used for advanced machine learning. The course also provides participants with ample hands-on experience in building, validating and improving advanced machine learning models using Python.
We recommend participants to complete Machine Learning Fundamentals before signing up for this course. Laptops will be provided for the duration of the course.
Learning Objectives:
First established in 2002, Republic Polytechnic (RP) had an initial enrolment of just 800. Over the years, RP has grown from strength to strength building our reputation as a tertiary institution of academic excellence. Today, we are home to a lively community of about 14,000 students and more than 1,000 staff.
The first educational institution in Singapore to leverage the Problem-based Learning approach for all its diploma programmes, RP has seven schools offering courses in Applied Science, Engineering, Management and Communication, Hospitality, Infocomm, Sports, Health & Leisure, and Technology for the Arts.
To support Singapore’s national effort to promote continuous, lifelong learning, our Academy for Continuing Education (ACE) offers a wide range of part-time programmes.
Republic Polytechnic is committed to nurturing innovation and entrepreneurial learning in an environment that develops problem-solving skills and lifelong learning opportunities. Its holistic and broad-based curriculum prepares students for an active and meaningful role in society as problem solvers, respected professionals and passionate citizens.
Republic Polytechnic strives for excellence by achieving various international and national accreditations, including ISO 9001, ISO 14001, ISO 45001, ISO 22301.
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