AI Academy
Data Science and Artificial Intelligence Program
The Data Science and AI Program is designed for IT and non-IT professionals who are interested in transitioning their careers into data science, analytics, machine learning and artificial intelligence.
Overview
The Data Science & AI program, available in 24 weeks part-time or 12 weeks full-time, is designed for professionals aiming to transition into data science, analytics, machine learning and artificial intelligence.
The Demand for Tech Talent
The tech industry in Australia is experiencing significant growth, creating numerous job opportunities for skilled professionals in the field.
The U.S. Bureau of Labor Statistics sees strong growth in the data science field and predicts the number of jobs will increase by about 28% through 2026.
Australia is expected to catch up to the US Tech Market in the next 3 years with the Australian data scientist salary average surging, and expected to range between $150k–$180k.
The demand for tech talent is growing both in Australia and globally.
What is Practical Training?
Practical training is essential for preparing professionals for real-world challenges in the tech industry. Hands-on experience & learning from industry experts.
1.
Learn from Industry Experts on how to tackle real-world problems.
2.
Develop Business Solutions for companies and governments.
3.
Simulate Commercial Projects to gain practical experience.
Kodora and the Institute of Data
Kodora AI Academy and the Institute of Data offer leading tech training programs in Australia, focusing on in-demand skills and industry-relevant certifications.
Receive a Kodora AI Academy Certificate of Completion upon graduating.
Earn an Institute of Data Industry Certification upon graduation.
Join 100’s of professionals for career progression.
Data Science & Artificial Intelligence (AI) Program
Next program starts
Full-time
3rd November 2025
Part-time
4th November 2025
Institute of Data Graduates help power these companies
With the practical training program you will...
Be ready to practice Data Science & AI
The program is designed to prepare students for real commercial work in the area of data science, AI and big data. It is focused on practical in-class training, labs and real-life projects.
Receive the best training and the latest curriculum
Get more support and guidance
Be more attractive to employers
Program structure
1000+ Employers have hired our certified professionals
Remote or In Class Training
Students complete curated pre-work as an interactive online learning experience designed to prepare every student with the required skills and knowledge to complete all coursework and training.
Pre-work
Students undertake a professional in-classroom course from a team of expert industry trainers from leading consultancies and enterprises to acquire the most sought-after practical training in the country.
Job outcomes
You will undergo a Job Outcomes Program which will help position you for the best chance of a new job opportunity and/or internal promotion.
Land a job in one of the most sought after fields in tech with the guidance of professional career coaches and access to our hiring network.
Post course
1000+ employers have hired our graduates.
We have a 93% job outcome success rate within 180 days of graduation for active job seekers.
Syllabus breakdown
How will I be assessed?
The program uses competency based assessment through the completion of labs and a final capstone project. There is no formal exam. The capstone project is a real-life project and is assessed against the competency based assessment standards set by the Academic Committee.
Mathematics, Statistics and Programming for Data Science
- Course Introduction and Overview
- Programming Fundamentals for Data Science
- Math & Statistics Fundamentals for Data Science
- Data Science Practice (ongoing)
Exploratory Data Analysis and Data Science Practices
- Data Cleaning and Quality Assessment
- Data Visualisation (Tableau)
- Statistical Testing
- Succeeding as a Data Scientist in Industry
- Mini Project 1 – Data Science Practice
- Critical Thinking Training
Databases and APIs
- Relational and Non-Relational Databases
- SQL
- Application Programming Interfaces (APIs)
- Data Science Practice (ongoing)
Machine Learning - Supervised Learning - Regression
- Introduction to Machine Learning
- Feature Modelling
- Evaluating Regression Models
- Overfitting and Regularisation
- Questioning Technique Training
Machine Learning - Supervised Learning - Classification
- Logistic Regression
- Evaluating Classification Models
- Support Vector Machines
- Bayesian Inference
- Data Science Practice (ongoing)
Machine Learning - Unsupervised Learning
- K-means Clustering
- Principal Components Analysis
- Research and Documentation Training
- Mini Project 2 – Data Science Practice
Decision Trees and Ensemble Methods
- Decision Trees
- Random Forests
- Bias and Variance
- Bagging
- Boosting
- Stacking
- Data Science Practice (ongoing)
Natural Language Processing and LLMs
- Web Scraping
- Text Pre-processing
- Sentiment Analysis
- Large Language Models
- Presentation Skills Training
- Data Science Practice (ongoing)
Artificial Intelligence and Deep Learning
- Introduction to Artificial Intelligence
- Reinforcement Learning
- Deep Feedforward Neural Networks
- Recurrent Neural Networks
- Convolutional Neural Networks
- Mini Project 3 – Data Science Practice
Generative AI and Machine Learning Deployment
- Generative AI Models
- Deployment of Machine Learning Models
- Cluster Computing
- Streaming Data
- Storytelling Training
- Capstone Project
Ongoing Modules
- Additional Topics: Determined by Students and Lead Trainer
- Job Outcomes Program
- Consultation and Presentation training
- Data Science Practice
- Capstone Project
Download the Course Outline
Gain hands-on experience in Data Science & AI.
93% job outcome success rate.
1000+ Employers have hired our certified professionals.
Get certified in just 12 or 24 weeks.
Frequently asked questions
General FAQs
Fees and Payment
- Speak to a career consultant about fee and fee support details.
Program Entry Requirements
- Completion of a diploma in any field of studies
- Completion of any previous qualification undertaken in English or obtained IELTS 5.5
- Completion of assigned online pre-work provided to you when you enrol
Time Commitment: Part Time Program
- 24 weeks intensive remote or in-class training
- 2 night classes per week
- + 1 Saturday class every other week
Time Commitment: Full Time Program
- 12 weeks intensive remote or in-class training
- Monday-Friday
More FAQs
Who is the Institute of Data?
- The Institute of Data transforms careers and companies for a data driven world.
- We accelerate and develop careers through our network of education and industry partners to maximise job opportunities and promotions.
- Our main focus is connecting individuals to the growing big data industry with education programs suited to professionals at all stages of their career.
When does the next part-time or full-time program start?
- Check the program pages for dates, but the course starts straight after you enrol with the pre-work modules.
- The pre-work online training takes about 40 hours to complete in your own time.
- The formal training programs and cohorts start every 3-6 months.
Can you guarantee a job at the end of the program?
- Although we do not guarantee a job, the program is very successful to land a job in the industry with a 93% job success rate in 180 days.
- You can read our success stories for real world examples.
- We achieve these outcomes because the Institute of Data actively assists and supports members to find new employment opportunities and/or land a promotion through our network of mentors, employers, industry partners, and career advisors.
What is the job success rate?
- Job success rate is the percentage of graduates who commence paid or unpaid work, transition their current role, or start a new business in their area of training (data analytics / cyber security / software engineering) after completing the Job Outcomes Program./li>
How do I qualify for the program?
- Completion of a diploma in any field of studies.
- Completion of any previous qualification undertaken in English or obtained IELTS 5.5.
- Completion of assigned online pre-work provided to you when you enrol.
Are the programs available in my city?
- The programs are available via remote access anywhere in Australia.
Who provides the education for the programs?
- Institute of Data selects leading professionals in the industry for its training.
- We focus on trainers that have strong communication skills and are proficient in the practical skills used by industry.
How is the program education delivered?
- The program is delivered by a lead trainer, trainer assistant(s), and career coaches in real-time.
- Learning from an expert in a cohort setting is the most effective training method to rapidly develop practical job-ready skills.
How will I be assessed?
- The program uses competency-based assessment through the completion of labs and a final capstone project.
- There is no formal exam.
- The capstone project is a real-life project and is assessed against the Institute of Data’s competency-based assessment standards set by the Academic Board.
How much and when do I need to pay for the course fees?
- Speak to a career consultant for fee details.
Who are the Institute of Data's Industry Partners and network?
- You can find our industry partners and network on our Job Board.
Can I talk to someone at the Institute of Data about the program?
- Yes! The Institute of Data has career consultants available to discuss your career and fit for the program.
- Schedule a call today!
What are the benefits of getting into the data science, software or cyber industry?
- The data science, software, and cyber industries are part of the growing big data, artificial intelligence, and automation movement that is sweeping through all verticals of business.
- You can see on job boards the number of recruiters operating in the industry and the high remuneration offered by employers.
Do I learn business skills too?
- Yes. Interpersonal skills and defining business objectives are an essential part of every Institute of Data certified program.
- The Institute of Data trains professionals not only based on their competency with technical skills but also their business consulting, communication to clients, managers, directors, and stakeholders.
I have no background in IT or statistics. Can I get into data science, software or cyber security?
- Yes. If you are motivated to learn and have attended formal education in the past you can up-skill into a data science, software, or cyber security role.
- But speak to a career consultant first to make sure these programs are right for you.
Why the focus on interpersonal skills?
- Because even with all the technical skills in the world, if you can’t ask questions, think critically, tell stories, and deliver presentations, you won’t be able to achieve your objectives in a corporate or organisational context.
