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Enhance Your Employability with Certified Skills and Courses in Singapore - WSQ , IBF-STS, Skills Certification

Solving Problems with Machine Learning

Embark on a transformative learning journey with our "Solving Problems with Machine Learning" course. Tailored for professionals eager to master AI, this course equips you with the ability to apply machine learning techniques to solve complex challenges in your industry. You'll uncover the secrets of data-driven decision-making and predictive analytics, ensuring you're able to identify patterns, make informed predictions, and craft innovative solutions. Each session is designed to build your proficiency in harnessing the power of AI, preparing you to take on problems with confidence and creativity.

This course is not just about learning the theory; it's a springboard into the world of artificial intelligence applications. Through a blend of expert instruction and hands-on practice, you'll learn to navigate the machine learning landscape, develop AI strategies, and implement solutions that drive results. Whether you're tackling issues in finance, healthcare, or e-commerce, our training will provide you with the knowledge and tools to make an impact. Get started on Shopee and other platforms in just one day and join the ranks of skilled professionals who are making strides with the power of machine learning.

Certificate

All participants will receive a Certificate of Completion from Tertiary Courses after achieved at least 75% attendance.

Funding and Grant Applications

UTAP

Eligible NTUC members can apply for 50% cash rebate of the unfunded fee from UTAP, capped at $250 per year. Click here to submit UTAP

Course Code: C425

Course Booking

The course fee listed below is before subsidy/grant, if applicable. We will apply for the grant and send you the invoice with nett fee.

$300.00 (GST-exclusive)
$327.00 (GST-inclusive)

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Post-Course Support

We provide free consultation related to the subject matter after the course. Please email your queries to enquiry@tertiaryinfotech.com and we will forward your queries to the subject matter experts and get back to you asap.

Course Cancellation/Reschedule Policy

We reserve the right to cancel or re-schedule the course due to unforeseen circumstances. If the course is cancelled, we will refund 100% to participants.
Note the venue of the training is subject to changes due to class size and availability of the classroom.
Note the minimal class size to start a class is 3 Pax.


Course Details

Topic 1 - Introduction to Machine Learning

  • What is Machine Learning 
  • Machine Learning in Real life 
  • Types of Machine Learning 
  • Key ML Models
  • Installing Weka
  • Load Dataset to Weka
  • Build Your First Classifier

Topic 2 - Classification

  • What is Classification?
  • K-Nearest Neighbours (KNN)
  • Support Vector Machine (SVM)
  • Naive Bayes
  • Decision Tree (DT)

Topic 3 - Regression

  • What is Regression?
  • Linear Regression
  • Support Vector Regression
  • K-Nearest Neighbour Regression

Topic 4 - Ensemble Methods

  • What is Ensemble Methods?
  • Bagging
  • Random Forest
  • Stacking

Topic 5 - Clustering

  • What is Clustering?
  • K-Means Clustering
  • Hierarchical Clustering

Topic 6 - Neural Network

  • What is Neural Network?
  • Multilayer Perceptron Classifier

Topic 7 - Problem Solving through Machine Learning

  • Problem Definition
  • Data Conceptualization
  • Data Gathering
  • Feature Engineering
  • Algorithm Spot Check
  • Fine Tuning Model
  • Pitfalls

Course Admin

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Who Should Attend

  • Data Scientist
  • Machine Learning Engineer
  • Data Analyst
  • Research Scientist
  • Business Intelligence Specialist
  • Data Engineer
  • Software Developer (interested in ML)
  • Statistician
  • Predictive Modeler
  • AI Solutions Architect
  • Quantitative Researcher
  • Data Visualization Specialist
  • Analytics Consultant
  • Product Manager (focused on AI/ML products)
  • Innovation Specialist

Trainers

Ken Yuen: Ken Yuen is a ACTA certified trainer. He has more than 10 years of experience working as an instructor, Application Development Engineer, Technical Consultant and Project Manager. He is an MOE-Registered Instructor teaching STEM programs for past 3 years such as Arduino, Micro:bits and robotics to schools and libraries based on the smart nation initiative roadmap.

He completed his Diploma in Electronic Engineering at Singapore Polytechnic and graduated with Bachelor of Electrical and Electronics Engineering from Nanyang Technological University and certified PMP (Project Management Professional).

Terence Ee: Terence Ee is a ACTA certified trainr that has delivered IT training in Singapore and Myanmar. He has also facilitated faith formation courses for Christians in Singapore and Myanmar. As a trainer, his mission is to co-create insightful and actionable learning experiences with his learners.His current areas of focus include project management, information security management, quality management and office productivity applications.

Terence has more than 25 years of corporate IT experience. He has held senior management roles in the public and private sectors. He holds a Master of Science in Technology Management, a Bachelor of Science in Computer and Information Sciences, a Diploma in Family Education, and the Advanced Certificate in Training and Assessment (ACTA). Part of his spare time goes towards tutoring his children in their studies (while learning a thing or two along the way). He is also imparting to them the essential skills for thriving in a digital world.

Dr Alvin Ang: Dr Alvin Ang is a ACTA certified trainer. Alvin Ang did his Ph.D., Masters and Bachelors from NTU, Singapore. Previously he was a Principal Consultant (Data Science) as well as an Assistant Professor. He was also 8 years SUSS adjunct lecturer. His focus and interest is in the area of real world data science. Though an operational researcher by study, his passion for practical applications outweigh his academic background. He owns a startup externally

Man Guo Chang: Man Guo Chang is a ACTA certified trainer. Man Guo Chang graduated from Nanyang Technological University, School of Electrical and Electronic Engineering, major in Computer Engineering. He has more than 25 years of working experience in the Semiconductor field, specialized in IC Testing, Inline Electrical Testing, Product & Yield Engineering, Data Analysis, System Engineering, and Software Development.

Shahul H. Maricar: Shahul H. Maricar is a ACTA certified trainer. Shahul H. Maricar has been a content developer and  webmaster, building educational websites and applications with HTML, CSS and JavaScript. He then served as an IT analyst, writing programs for automating custom workflows as well as data extraction and analysis in the healthcare field.  

He is currently a freelance educator and is actively involved with development projects in game programming,  computer-aided design and computer graphics.

Noel Lou: Noel Lou is a ACTA certified trainer. Experienced Mentor with a demonstrated history of working in the education management industry. Skilled in IOS, Unity3D, Python, Microsoft Excel, Customer Service, and Microsoft Word. Strong professional with a Bachelor’s Degree focused in Marine offshore engineering from Newcastle University.

Customer Reviews (9)

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will recommend (Posted on 11/11/2023)
will recommend Review by Course Participant/Trainee
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. (Posted on 11/11/2023)
Interesting topic, enlightening Review by Course Participant/Trainee
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Interesting topic, enlightening (Posted on 11/11/2023)
will recommend Review by Course Participant/Trainee
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3. How do you find the training environment
Did not receive the pin for the wood square app, when received, I got error message saying the code is expired, no course materials sent. (Posted on 11/11/2023)
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. (Posted on 1/8/2021)
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. (Posted on 1/8/2021)
will recommend Review by Course Participant/Trainee
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A low class size certainly helps -- covered many extra materials (Posted on 3/6/2020)
Might Recommend Review by Course Participant/Trainee
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Lengthen the time (Posted on 1/22/2018)
Will Recommend Review by Course Participant/Trainee
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Nil (Posted on 7/23/2017)

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