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The Data Science and AI Program is designed for both IT and non-IT professionals who are interested to transition their career into Data Science, Analytics, Machine Learning and Artificial Intelligence. The program includes a Certificate in Data Science and Artificial Intelligence along with job placement support to help professionals secure a job as a Data Analyst or Data Scientist.
The program is delivered in a full time (3 months) or part time (6 months) format. The program is designed for working professionals to provide practical data science training. It includes pre-work, intensive in-class training and a job outcomes program that has been devised in partnership with our industry partners. The course content has been tailored to give you the skills that are demanded by businesses in today’s rapidly evolving job market. Program completion is finalised with a certificate in Data Science and Artificial Intelligence.
Remote learning is available for this program. 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.
An essential requirement to practice as a Data Scientist in Singapore.
The Data Science and Artificial Intelligence (AI) Program is a structured training program designed to help you develop the practical skills required to become an entry-level Data Scientist or Data Analyst.
Completion of the Data Science and AI program is an essential step to working as a Data Scientist or Data Analyst. After completing your Data Science and AI Program, you will be awarded a Certificate in Data Science and Artificial Intelligence from the Data Science Institute in Singapore. This means you will be ready to work as an entry-level Data Scientist in Singapore.
Welcome to Singapore’s practical data science training program
Many professionals choose the Institute of Data every year to prepare them for their future career after careful consideration of desired career progression and attaining maximum return on investments 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.
“I really enjoyed learning with all my passionate and hardworking classmates throughout the entire 12 weeks. The trainers have also been amazing in guiding me and deepening my interest in data science. I just love having a strong support system that shares the same passion and walks the same path as me.”
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Click to view upcoming full time and part time data science & AI program course dates.
- 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 Visualisation (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 Regularisation
- 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
The Institute of Data Consulting Business Skills is an essential part of every Institute of Data certified professional. The Institute of Data educates and certifies professionals not only with technical skills but also with business consulting and communication to clients, managers, directors and stakeholders. Many certified professionals choose to work independently or join an existing consultancy.
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