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The Data Science & Artificial Intelligence (AI) Course is designed for IT and non-IT professionals who are interested in transitioning their careers into data science, analytics, machine learning and artificial intelligence. The program includes practical training, industry certification and job placement support to help professionals secure a job as a Data Analyst or Data Scientist.
The data science & AI course is delivered in a 24-week part-time or 12-week full-time format and is designed for career-driven professionals to transition into the big data and AI industry.
Our program includes pre-work, intensive practical training, industry certification and a job outcomes program in collaboration with university partners. The course content has been tailored to give you the skills that are demanded by businesses in today’s rapidly evolving job market.
Remote learning is available for this data science & AI course. The interactive remote format enabled by video conferencing technology is a rich and connected experience featuring virtual break-out rooms, shared screens, digital whiteboards, peer-to-peer collaboration and instructor support.
Learn how to create predictive models by learning to wrangle, analyze, visualize, predict and find insight into data alongside the best data science trainers.
The Data Science & AI Program is a structured training program designed to help you develop the practical skills you will need as a data analyst or data scientist. After completing your Data Science & AI Program, you will receive the recognition as a Certified Data Science and Artificial Intelligence Professional (CDSAIP)™️ from the Institute of Data®.
Hundreds of professionals choose the Institute of Data every year to prepare them for their future careers after careful consideration of their desired career progression and to attain maximum return on investment for their education. Leading the future of the profession, the Institute of Data offers a collaborative and successful program, driven to ensure you have the best start to your career.
Practical data science training is an essential requirement to practice as a Data Scientist or Data Analyst. Learn from industry experts on how to apply machine learning and AI techniques for businesses and government organizations, including business consulting and simulating commercial projects.
“I wanted to be able to maintain my full-time job while building on my skills. The part time nature and career assistance at the end of the program are the main things that appealed to me.”

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- Course Introduction and Overview
- Programming Fundamentals for Data Science
- Maths & Statistics Fundamentals for Data Science
- Data Science Practice (ongoing)
- Data Cleaning and Quality Assessment
- Data Visualization (Tableau)
- Statistical Testing
- Succeeding as a Data Scientist in Industry
- Mini Project 1 – Data Science Practice
- Critical Thinking Training
- Relational and Non-Relational Databases
- SQL
- Application Programming Interfaces (APIs)
- Data Science Practice (ongoing)
- Introduction to Machine Learning
- Feature Modelling
- Evaluating Regression Models
- Overfitting and Regularization
- Questioning Technique Training
- Logistic Regression
- Evaluating Classification Models
- Support Vector Machines
- Bayesian Inference
- Data Science Practice (ongoing)
- K-means Clustering
- Principal Components Analysis
- Research and Documentation Training
- Mini Project 2 – Data Science Practice
- Decision Trees
- Random Forests
- Bias and Variance
- Bagging
- Boosting
- Stacking
- Data Science Practice (ongoing)
- Web Scraping
- Text Pre-processing
- Sentiment Analysis
- Large Language Models
- Presentation Skills Training
- Data Science Practice (ongoing)
- Introduction to Artificial Intelligence
- Reinforcement Learning
- Deep Feedforward Neural Networks
- Recurrent Neural Networks
- Convolutional Neural Networks
- Mini Project 3 – Data Science Practice
- Generative AI Models
- Deployment of Machine Learning Models
- Cluster Computing
- Streaming Data
- Storytelling Training
- Capstone Project
- Additional Topics: Determined by Students and Lead Trainer
- Job Outcomes Program
- Consultation and Presentation Training
- Data Science Practice
- Capstone Project
Are you interested in how to become a data scientist, AI expert or machine learning specialist, so you’re wondering which data science course is right for you? Or maybe you’re already an IT professional who’s been meaning to broaden and build on your expertise. Either way, the Institute of Data’s data science & AI program could be the right learning opportunity for you.
Here are some things you should know before joining the program.
#1: As the amount of data skyrockets, so does the demand for data science & AI experts.
Data science is essentially the study of collecting, processing and analyzing vast datasets and getting actionable insights from them. This can inform decisions, fuel innovation and optimize operations across sectors.
On the other hand, artificial intelligence refers to the ability of computer systems to simulate human reasoning, learning and self-correction by performing tasks like complex calculations, data analysis, problem solving and more.
The value of these skills has grown in recent years as the sheer volume of data being generated has surged exponentially because of technology. As organizations leverage these insights to streamline operations, various businesses increasingly depend on strategies based on data analytics. In turn, the demand for skilled data scientists continues to rise, making this a dynamic field for career advancement.
So, if you want to invest in a program that could expand your professional opportunities, you’re on the right track with data science.
#2: Our program comes with the flexibility and support you need.
When people hear “data science & AI course,” they may immediately think of a university course comprising classes you’ll have to take throughout many semesters. At the Institute of Data, we know that setup doesn’t work for everyone—especially if you have a job or other obligations you can’t put on pause or juggle with studies for multiple years.
Thankfully, this isn’t your only option for quality data science training. The Institute of Data offers two different learning setups to fit different lifestyles and commitments, providing options for both full-time and part-time students.
Full-time programs vs. part-time programs
If you have the time to dedicate to full-time studies, the full-time program is a great fast track into the industry. These programs run for three months and allow you to focus intensely on your education and quickly transition into the data science and AI industry.
For those balancing work, family or other commitments, the part-time option offers the flexibility you may need. Students can cover all the material in a six-month period without sacrificing other obligations.
Dedicated job outcomes support
It’s normal to be unsure of where to start after you finish a program.
It’s why we offer career coaching and job outcomes support so that our students can better prepare themselves to navigate data science career opportunities and the skills needed to pursue them.
We help our students do everything to find a career pathway that suits them by helping them create resumes and CVs, write targeted cover letters and more. To better prepare our graduates for the workforce, we also offer role-playing exercises, interview preparation activities, and advice on salary negotiation techniques.
At the Institute of Data, we’re not just preparing you for your career with formal education but also with practical skills.
You can study wherever you are with remote learning.
Isn’t it frustrating when you can’t work out a manageable schedule to balance your work and study because even traveling to your class alone will take time?
That won’t be a problem here because we offer programs you can take online in real time and learn from dedicated industry trainers. This way, you can attend your data science training from wherever you are, be it from home or a cafe near your work, making it easier for you to pursue both upskilling and your other commitments.
#3: You can expect quality training from us.
Data science is constantly evolving, so just browsing data science course content from a decade ago online isn’t enough to get you the knowledge you need.
Our programs are led by industry experts who are in tune with the latest demands and developments in the field. With these professionals as trainers, you can rest assured that what you’re learning is grounded in current industry practices.
Plus, our data science course is taught live by an industry expert lead trainer with years of experience. They personally teach each small cohort of students so they can ask questions and benefit from real-world experience. In addition, to make learning easier and to guide you through labs, students are supported by assistant trainers, made up of former students who excelled in the program.
With training bolstered by practical projects reflecting the problems and opportunities you may encounter in your future roles, you’ll graduate with the skills and confidence needed to be a data scientist.
What’s more, you can also expect the same up-to-date and practical learning in our other programs, including our cybersecurity and software engineering options.
When you complete our programs, you’ll get a professional certification from the Institute of Data and a Certification of Completion from our university partners.
We also have the Institute of Data Consulting Business Skills, which is an essential part of every Institute of Data certified professional. We educate and certify professionals not only with technical skills but also with expertise in business consulting and communication to clients, managers, directors and stakeholders. Many certified professionals choose to work independently or join an existing consultancy.
Frequently Asked Questions (FAQ)
Is data science only for people with strong coding skills?
No, you don’t need to be a math or coding expert to start our data science course, but having a strong analytical mindset is beneficial. Our Data Science & AI program focuses on developing your ability to work with numbers, identify patterns and extract insights from large datasets.
While programming is part of the course, the emphasis is more on understanding data analysis, statistical methods and problem-solving using data. Whether you’re from an IT or non-IT background, our training is designed to equip you with the critical thinking and analytical skills needed to thrive in data science.
How does a data science & AI certification help in career growth?
A data science & AI certification validates an individual’s expertise in key areas like machine learning, data analysis, statistical methods and AI. Getting an industry certification from the Institute of Data will enhance your practical data science skills and make you more appealing to employers as more companies invest in data-driven strategies.
How do I choose the right data science & AI program for my career goals?
Here are some factors you should consider when choosing a data science & AI program:
- Skill level. Choosing a data science & AI program starts with an honest evaluation of your current skill set. Enroll in a course that allows you to build your skills and knowledge in data science, analytics, and AI.
- Career goals. Look closely at the data science course outline to ensure that the subject matter aligns with your professional aspirations in the field.
- Program reputation. Reviews and testimonials from past students offer insight into the program’s effectiveness. For instance, the Institute of Data’s success stories, industry partnerships and case studies show that we offer reliable and quality training.
Empowering you for the data-driven world
At the Institute of Data, we’re all about empowering professionals in today’s rapidly evolving digital landscape and getting them ready to take on the industries of the future. From data science & AI to other fields like cybersecurity and software engineering, our programs are designed with real-world applications and career opportunities in mind.
Learn more about our programs today by downloading our data science, software engineering or cybersecurity course outlines.
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You can schedule a call with an Institute of Data Career Consultant to discuss this course.