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Machine Learning and Deep Learning for Trading

Course Information

  • Sessions 2 days
  • Duration 15 hrs
  • Level Beginner to Intermediate
  • Assessment NA

Venue

12 Woodlands Square #07-85/86/87 Woods Square Tower 1, Singapore 737715. 5 mins walk from Woodlands (NS9) MRT station.

The venue is disabled-friendly.

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Certification

  • Certificate of Completion from Tertiary Infotech - Upon meeting at least 75% attendance and passing the assessment(s), participants will receive a Certificate of Completion from Tertiary Infotech.

Machine Learning for Algorithmic Trading

Course Code: C1164

3 Review(s) | Add Your Review

What's This Course About

Algorithmic trading relies on computer programs that execute algorithms to automate some or all elements of a trading strategy. Algorithms are a sequence of steps or rules designed to achieve a goal. They can take many forms and facilitate optimisation throughout the investment process, from idea generation to asset allocation, trade execution, and risk management.

Machine learning (ML) and Deep Learning (DL) involves algorithms that learn rules or patterns from data to achieve a goal such as minimizing a prediction error.  ML and DL algorithms can extract information from data to support or automate key investment activities. This course will teach the basis of ML and DL used for trading.

Funding Options

No funding is available for this course

For IBF funding, please checkout the details at Machine Learning 101 for Financial Trading (IBF Funded)

Course Fee

$600.00 (GST-exclusive)
$654.00 (GST-inclusive)

Course Date

Course Time

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Additional Note

Please bring your own laptop for hands-on training. If you don't have laptop, we can provide spare laptop for training use.

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.

Cancellation & Reschedule Policy

  • You can register your interest without upfront payment. There is no penalty for withdrawal of the course before the class commences.
  • We reserve the right to cancel or re-schedule the course due to unforeseen circumstances. If the course is cancelled, we will refund 100% for any paid amount.
  • Note the venue of the training is subject to changes due to availability of the classroom.

Course Details

Course Details

What You'll Learn

Topic 1 Overview of Machine Learning Methodology

  • Introduction to Machine Learning
  • Machine Learning vs Deep Learning
  • Supervised vs Unsupervised Learning
  • Machine Learning Implementation Steps
  • Target and Features
  • Model Training and Prediction
  • Metrics to Evaluate Machine Learning Models

Topic 2 Supervised Learning Models and Applications

  • The Linear Regression Model
  • Logistics Regression Model
  • Naïve Bayes Model
  • Decision Tree Model
  • Random Forest Model
  • XGBoost Model
  • Neural Network Model

Topic 3 Unsupervised Learning Models and Applications

  • K-Means Clustering Model
  • Hierarchical Clustering Model
  • Principal Component Analysis

Course Info

Promotion Code

Your will get 10% discount voucher for 2nd course onwards if you write us a Google review.

Minimum Entry Requirement

Knowledge and Skills

  • Able to operate using computer functions
  • Minimum 3 GCE ‘O’ Levels Passes including English or WPL Level 5 (Average of Reading, Listening, Speaking & Writing Scores)

Attitude

  • Positive Learning Attitude
  • Enthusiastic Learner

Experience

  • Minimum of 1 year of working experience.

Target Age Group: 18-65 years old

Minimum Software/Hardware Requirement

Software:

Hardware: Window or Mac Laptops

Job Roles

Job Roles

  • Traders
  • Algorithmic Traders

Trainers

Trainers

Dr. Alvin Ang: Dr. Alvin Ang is a ACTA certified trainer. Dr. 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. Dr. Alfred Ang: Dr. Alfred Ang is the founder of Tertiary Courses. He is a serial entrepreneur. He founded OSWeb2Design Singapore Pte Ltd in 2007 offering web development, e-commerce store development, graphics design, ebook publishing, mobile apps development, and digital marketing services. He established the first online gardening store in Singapore, Eco City Hydroponics Pte Ltd in 2000, offering a wide range of gardening products such as seeds, plant nutrients, hydroponics kits etc. Eco City Hydroponics has become the most popular and successful gardening store in Singapore. He founded Tertiary Infotech Pte Ltd in 2012 and transformed the business to a training platform, Tertiary Courses in 2014. Tertiary Courses offers a wide range of SkillsFuture courses for PMETs to upgrade their skills and knowledge. He also established Tertiary Courses Malaysia in 2016. He also founded Tertiary Robotics in 2015 offering Arduino, Raspberry Pi, Microbit and Robotics products

Review

Customer Reviews (3)

will recommend Review by Course Participant/Trainee
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
. (Posted on 4/30/2025)
Working with Alvin has been an invaluable experience. Review by Course Participant/Trainee
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
Working with Alvin has been an invaluable experience. Their dedication, expertise, and passion for their craft are truly inspiring. Alvin goes above and beyond to ensure that each session is not only informative but also engaging and enjoyable. Their ability to tailor training programs to meet individual needs and learning styles is commendable.

What sets Alvin apart is their genuine commitment to the success and development of their trainees. They foster an environment of collaboration and growth, encouraging questions and discussions, which enhances the learning experience for everyone involved.

Moreover, Alvin possesses exceptional communication skills, making complex topics easy to understand and apply. Their patience, encouragement, and constructive feedback empower trainees to reach their full potential.

I am grateful for the opportunity to learn from Alvin, and I wholeheartedly recommend them to anyone seeking a knowledgeable, supportive, and motivating trainer. (Posted on 3/17/2024)
The Machine Learning AI for Trading training led by Alvin Ang was an absolute game-changer! Review by Course Participant/Trainee
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
The Machine Learning AI for Trading training led by Alvin Ang was an absolute game-changer! With a knack for simplifying complex concepts. His enthusiasm and expertise shone through as they guided us through the basics with patience and clarity. I especially appreciated how he went the extra mile, providing helpful resources and support even after the sessions. If you're looking to dive into the world of trading with the power of AI, I can't recommend Alvin Ang enough. (Posted on 3/17/2024)

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