Generative AI Bootcamp
In just 21 hours, acquire in-demand generative AI skills online to increase your salary potential and employability in Singapore.
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Why Learning Generative AI Increases Your Employability
Companies are actively adopting generative AI, driving demand for professionals in this area. Businesses struggle with ethical AI integration due to a shortage of skilled experts. This gap creates substantial opportunities for individuals trained in generative AI. Learning these skills can increase your employability and salary potential in Singapore.
Generative AI Course Details
Vertical Institute’s Generative AI Course in Singapore is a beginner-friendly bootcamp designed to impart the most sought-after skills and practices in generative AI. It provides a comprehensive exploration of basic AI principles to the complexities of ChatGPT. Participants will learn prompt engineering and apply AI in practical scenarios. The course also covers AI’s crucial ethical, legal, and security aspects. This guarantees that learners become both skilled and responsible in their AI endeavours.
Benefits of taking VI’s Generative AI course
Beginner-Friendly
Upskill with our Generative AI course without any prior background or experience.
Professional Certificate
Gain an accredited Generative AI Certification in Singapore.
Expert-led Learning
Learn new concepts and tools through expert-led lectures, discussions, assignments and project work.
Personalised Feedback
Receive individualised feedback and support from your instructional team with free 1-on-1 consultations.
Capstone Project
Apply what you’ve learned to create a capstone project solving a real-world data problem
Community Benefits
Be part of the VI community where members can leverage connections with alumni, instructors and experts
Career Support
Dedicated career support and matching with hiring partners
Hands-on Training
Fully hands-on training with industry tools
Generative AI Course Curriculum
Acquire the fundamental skills in Generative AI with our comprehensive and hands-on curriculum.
7 lessons, 3 hours each lesson
Online classes via Zoom
1 Instructor, 1-2 Teaching Assistants
Pre-Work
As a VI student, you will be given access to online learning materials in our e-learning portal.
To get you ready for learning, this essential pre-work will familiarise you with the basics of the key concepts and tools we will be using throughout the course.
Although you will learn these topics remotely before you arrive in class, you won’t be far away from the resources of the VI community. Make use of our Telegram channel to leverage connections with students, alumni, instructors and experts. At the end of your pre-work, you’ll be ready for the fast pace on campus!
After the course, you can choose to participate in follow-up sessions with your instructor, either in a group and/or individually, included as part of the course fee.
Module 1: Introduction to GAI
Tutorial:
- Intro to generative AI (GAI)
- Machine Learning
- Risks and limitation
Activity:
- Implementing decision trees
- Discussion of use cases
- Discussion of AI ethical dilemmas
Module 2: ChatGPT Beginner Techniques
Tutorial:
- Tour of ChatGPT
- Prompt engineering
- Task-based prompts
- Working with complex texts
- Prompt engineering tools
Activity:
- Text simplification
- Text summary
- Sentiment analysis
Module 3: ChatGPT Intermediate Techniques
Tutorial:
- One-shot, few-shot, Chain-of-thought prompting
- Working with structured text and data
- Working with templates
- Interactive applications
- Integrating AI into banking and finance
Activity:
- Multi-shot prompting
- Structured text
Module 4: ChatGPT Advanced Techniques
Tutorial:
- Stepwise Methodology
- Advanced prompting techniques
- Chain of Thoughts
- Tree of Thoughts
- Graph of Thoughts
- Prompting as Programming
- Markdown language
- Reporting
Activity:
- Generative reporting
- Synthetic data generation
- Advanced prompting practice
Module 5: ChatGPT Automation
Tutorial:
- Introducing ADA
- Advanced prompting techniques
- Markdown language
- OpenAI API Tools
- API key management
Activity:
- Generative reporting
- Synthetic data generation
- Advanced prompting practice
Module 6: OpenAI API
Tutorial:
- Introducing APIs
- Tokens and Tokenisation
- OpenAI API in Banking and Finance
- OpenAI API Tools
- API key management
Activity:
- Experiments with temperature
- Generating synthetic data
- Classifying an online review
Module 7: ChatGPT Security and Ethics
Tutorial:
- ChatGPT Security
- Ethical Issues
- Legal Issues
Activity:
- Discussion of ethical and legal issues
- Select capstone presentation and sharing
The Capstone Project
Case:
Participants are required to investigate the potential applications of generative AI, specifically through the utilization of ChatGPT or the OpenAI API, to address challenges or unlock new opportunities within the banking and finance sector in Singapore.
Project Components:
Identification of Use Case:
- Explore and define a specific use case in the banking and finance sector where generative AI can be applied effectively.
- Justification for choosing this use case in the context of Singapore’s financial ecosystem.
Solution Proposal:
- Develop a comprehensive proposal detailing how ChatGPT or the OpenAI API can be implemented to address the identified use case.
- Include potential impacts, benefits, and any risks or challenges associated with the implementation of the solution.
Presentation of Proposal:
- The solution should be presented as either a written report (max 2000 words) or a PowerPoint presentation.
- The presentation should be structured as a pitch to managers or clients, highlighting the value proposition of implementing generative AI in the chosen use case.
Course Fee & Government Subsidies
Upskill with ease, take course fees off your mind with government subsidies.
Generative AI Course Schedules
Choose from our flexible course schedules outside working hours. We have timeslots available on weekday evenings or on weekends.
How to Apply in 3 Simple Steps
Select Class Schedule
Choose convenient classes on evenings or weekends.
Calculate Your Subsidies
Fill out the form to calculate your government subsidies.
Pay $50 Deposit To Secure Your Spot
Instead of paying the full fee, place a small deposit to secure your slot.
Meet our Instructor
Learn Generative AI live from industry experts for real-world insights.
Peter
CO-Founder, CEO @ Synectify
Philosophy, National University of Singapore
What our students say about Vertical Institute
It was my first time that I used skillfuture to sign up with VI, and the learning experience was totally great! The course content and its online lessons were well-paced and conveniently carried out. Instructor Stan was knowledgeable and detailed in his trainings and his TAs were helpful. The course training materials were useful and well prepared for. It was highly recommended to join VI. Thank you VI and fellow instructors!
The online lessons were very engaging and easy to follow especially for beginners. Tutors and teaching assistants were also very patient and helpful in explaining the topics. Overall I am satisfied and glad that I enrolled for the bootcamp with vertical institute.
Enrolled in the February 2023 class and the administrative process was very efficient. The team was very helpful in answering all the queries.
The instructor, Clarence, was very eloquent and detailed in explaining the steps during class. He is very knowledgeable and able to troubleshoot our problems easily.
The content and pace were great for beginers!
Very good teaching. The material is easy to understand and able to apply to our working environment. The instructor is very patience and able to use his working experience to explain the concept to us.
totally something that is worth attending, teaching on how to breakdown cleanse data and making easy for mgmt to understand and review. the trainer and the team at vertical institute THUMBS UP! they help anything with quick response whenever we face any issue with the course or app that is going to be used during the session.
totally something that is worth attending, teaching on how to breakdown cleanse data and making easy for mgmt to understand and review. the trainer and the team at vertical institute THUMBS UP! they help anything with quick response whenever we face any issue with the course or app that is going to be used during the session.
The course is well-structured and covers all the topics that you need to know as a beginner. The instructors are knowledgeable and experienced, and they provide clear explanations and practical examples. Overall I enjoyed learning new skills in Vertical Institute.
Job Placement Assistance
Vertical Institute offers Job Placement Assistance to graduates that have successfully completed any of our courses.
Over 1000 hiring partners
Land internship & industry opportunities
Apply your new skills learnt
Frequently Asked Questions
What is meant by Generative AI?
Generative AI, a branch of artificial intelligence, actively creates new content like images, videos, music, and text. It employs algorithms that learn from existing data to generate unique, similar, yet distinct data. This process involves various methods, including neural networks, recurrent neural networks, and generative adversarial networks.
What is Machine Learning
ML allows computers to learn from data and experiences without being explicitly programmed, enabling them to identify patterns, make predictions, and enhance performance over time. Through training on large datasets, machines continuously refine their skills in classification, regression, clustering, dimensionality reduction, and anomaly detection as they encounter new data.
What are Large language models?
LLMs are a type of AI that can understand and generate human language. They are trained on large amounts of text data, which enables them to learn the patterns and rules of language. LLMs can perform various tasks, such as generating text, translating languages, writing different kinds of creative text formats, summarising text, answering questions, and following instructions. LLMs can potentially transform many industries, and we expect to see even more innovative and creative applications for this technology.
What is prompt engineering?
Prompt engineering is the art of generating effective prompts to guide generative AI models towards desired outputs. It involves providing clear context, instructions, and constraints to help the AI model understand the task and generate relevant and high-quality results. Key aspects include clarity, specificity, context, instructions, creativity, and iteration.
Learning prompt engineering offers a versatile skillset, continuous learning opportunities, and transferable skills. It demonstrates creativity, problem-solving, and adaptability – highly valued by employers—to master prompt engineering to become a sought-after asset in Singapore’s dynamic AI landscape.
What is an Application Programming Interface?
Imagine you are at a restaurant and want to order a meal. The waiter acts as an API between you (the customer) and the kitchen (the service provider). The waiter takes your order, sends it to the kitchen, and then delivers the food back to you. The menu is like the API documentation, which tells you what options are available and how to structure your order.
API defines the rules and specifications for how two pieces of software can exchange information. APIs can access data, perform actions, or trigger events. They are essential for building modern software applications, allowing developers to integrate with third-party services and functionality easily.
How does Generative AI differ from other forms of AI?
Generative AI, a form of artificial intelligence, generates new content like images, videos, music, and text. It employs algorithms that learn from existing data to produce new, similar, yet non-identical data.
Traditional AI, on the other hand, is better at analysing data and making predictions. It can be used to identify patterns, classify data, and make decisions. However, traditional AI cannot create new data on its own.
What are some key applications of Generative AI?
Generative AI has numerous potential applications in banking and finance, including:
- Fraud Detection and Prevention: By training on large datasets of legitimate and fraudulent transactions, generative AI models can identify fraudulent patterns, aiding banks in preempting fraud.
- Customer Experience Personalisation: Banks can use generative AI to craft personalised customer experiences, generating tailored product recommendations and content like financial reports and educational materials, thereby enhancing customer satisfaction and loyalty.
- Risk Assessment and Credit Scoring: Generative AI creates synthetic data representing various borrower types to train machine learning models, improving banks’ ability to assess borrowers’ creditworthiness for more informed lending decisions.
- Loan Underwriting: Automating the loan underwriting process, generative AI generates synthetic data mirroring diverse borrower loan applications, which machine learning models use to make faster and more accurate loan decisions.
- Market Analysis and Trading: Generative AI models, trained on extensive market data, can analyse market trends and generate trading signals, enabling traders to make well-informed decisions.
As generative AI technology advances, we can anticipate a broader array of future innovative applications in the banking and finance industry.
What skills are needed to work with Generative AI?
To work effectively with Generative AI, the key skills needed include:
- Learning New Techniques: Staying updated with the latest advancements in Generative AI and adapting to new methods and approaches.
- Automation Skills: Understanding how to automate processes and tasks using AI, enhancing efficiency and productivity.
- API Integration: Gaining proficiency in integrating and utilizing Application Programming Interfaces (APIs) for various AI applications.
- Ethics in AI: Developing a strong understanding of ethical considerations and implications in developing and using AI technologies.
Security Knowledge: Acquiring knowledge about securing AI systems and data, ensuring the protection of sensitive information.
How to get started with Generative AI?
To get started with Generative AI, beginning with a beginner’s course from Vertical Institute is an excellent first step. This course will provide fundamental skills and hands-on experience, setting the stage for further exploration and skill development in Generative AI.
Are there course fee subsidies available?
Yes, you can receive up to 70% funding support from The Institute of Banking & Finance (IBF) for our IBF-accredited programmes. The balance course fees (after subsidy) can be offset using your SkillsFuture Credits or NTUC UTAP funding.
The IBF Standards Training Scheme (“IBF-STS”) provides funding for training and assessment programmes accredited under the Skills Framework for Financial Services.
For our training programmes that are IBF-accredited, eligible Singaporeans & PRs may receive funding support under the IBF Standards Training Scheme (IBF-STS), subjected to all eligibility criteria being met.
For more information on the funding support, please visit: https://www.ibf.org.sg/home/for-individuals/skills-and-jobs-development/training-support/IBF-STS
Can I use SkillsFuture Credits to pay for the remaining course fee after funding?
Yes. For self-sponsored Singaporeans aged 25 years old and above, you can use your SkillsFuture Credit to offset the remaining course fees after IBF funding.
To check your SkillsFuture credit balance, please follow these steps:
- Go to https://myskillsfuture.gov.sg
- Click on ‘Submit SkillsFuture Credit Claims’
- Login with your SingPass
- Click on the arrow (>) at the top right hand corner. You will be able to see a drop-down list of your Available SkillsFuture Credits.
- Please note that our bootcamps are not eligible for “Additional SkillsFuture Credit (Mid-Career Support)’. You will only be able to use available credits from ‘SkillsFuture Credit’ and ‘One-off SkillsFuture Credit Top-Up’.
After you have registered for a course, a VI representative will reach out to guide you with the SkillsFuture Credits claim application.
Can NTUC Union members use UTAP to offset the remaining course fee after funding?
Yes, all our courses are eligible for Union Training Assistance Programme (UTAP) Funding. NTUC Union members can use UTAP to offset 50% of unfunded course fees (capped at $500 per year).
This claim must be done after completion of the course. Please refer to the UTAP FAQ for more information.
Can I use SkillsFuture Credits and UTAP at the same time?
Yes, you can utilise both at the same time. UTAP can only be applied after SFC has been applied.
For illustration purposes only:
Am I eligible for IBF funding support?
The IBF funding support works on a nett fee model. This means that the subsidy is applied upfront, and you will only need to pay the balance course fees after the subsidy. For example, if you are eligible for 70% subsidy, you only need to pay the remaining 30% upfront.
To be eligible, you’ll have to meet the following prerequisites.
For Self-Sponsored:
All Singaporeans or Singapore Permanent Residents (PRs) that are physically based in Singapore and successfully complete the course will be eligible.
- Be a Singaporean Citizen or PR based in Singapore
- Minimum of 75% attendance (this means that you must attend at least 6 out of 7 lessons)
- Pass the final assessment
Any balance course fees can be offset using your SkillsFuture Credits & NTUC UTAP funding.
For Company-Sponsored:
- Be from Financial Institutions that are regulated by the Monetary Authority of Singapore (MAS) (either licensed / exempted from licensing) or Fintech companies that are registered with the Singapore Fintech Association.
- Be a Singaporean Citizen or PR physically based in Singapore
- Minimum of 75% attendance (this means that you must attend at least 6 out of 7 lessons)
- Pass the final assessment
Are there instalment plans available?
We offer interest-free instalment plans to ensure tech education is accessible to all Singaporeans and PRs. You may reach out to our admissions team for more information via:
Email: [email protected]
Phone: 6950 7023
Are there any pre-requisites for this course?
This program is suitable for beginners with no pre-requisites.
Is there a Generative AI certificate granted at the end of the course?
To get started with Generative AI, beginning with a beginner’s course from Vertical Institute is an excellent first step. This course will provide fundamental skills and hands-on experience, setting the stage for further exploration and skill development in Generative AI.
What if I cannot attend a class?
If you miss a lesson, you are allowed to attend a makeup class. This would be the corresponding class of another intake that same week, subject to availability. If you cannot make it for the makeup class, then you can simply watch the recorded lesson video.
Your attendance is only counted if you attend a makeup class.
Got another question?
Featured on
As Featured on Channel NewsAsia with the DPM Lawrence Wong
Vertical Institute Instructor Clarence chats with DPM Lawrence Wong on upskilling.
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At Vertical Institute, we unite a diverse community of learners and instructors from global industry leaders. Our courses offer a unique chance to learn from experts, network with professionals, and gain insights from top-tier organizations.
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