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Data Science

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Machine learning and neural networks can be seen as the miracle of the decade. This course will help you start your journey in AI and Data. This course also navigates you through coding different Machine Learning algorithms with python. You will be prepared to solve different real-world problems with data analytics tools.

Learning Outcomes

On successful completion of this course, participants will have an understanding of data and how to utilise it in effective ways through collection and curation, database queries and visualisations.

Participants will specifically be able to:

  • Implement machine learning algorithms in python

  • Design relational databases and use SQL statements in any database management system

  • Provide visualised reports using data analytic tools.

This program is suitable for:

  • Recent graduates looking to expand their skills

  • Professionals who would like to start their journey in data science

  • Anyone looking for a quick and effective way to upskill into the data science, AI and machine learning fields.

Course Outline

Python

  • Data types

  • Function

  • Numpy

  • Pandas

  • Matplotlib

Machine Learning

  • Linear Regression

  • Logistic Regression

  • Tree

  • SVM

  • Kmeans

  • GA

Deep Learning

  • Classification

  • CNN (image)

  • RNN (text)

  • GAN (generative adversarial network)

SQL

  • SQL for Data science

  • Basics

  • Functions

  • Storing and Grouping

Tableau

  • Fundamentals

  • Visual Analytics

  • Exploring Tableau

  • Problem Solving

Power BI

  • Connect to data with Power BI

  • Data manipulation, visualizations

  • Data analysis expressions (DAX)

Cost

$1,600 include GST

Duration

6 days

  • Part-time: Thursday 9:00 am-5:00 pm (6 weeks)

  • Weekend: Saturday and Sunday 9:00 am-5:00 pm (3 weeks)

Intake

Intakes are held monthly

Mode

Classroom or Instructor-led Online