Our Workshop: Adv Analytics & ML
31st July to 1st Aug 2019 - Avdanced Analytics and Machine Learning Workshop - Kuala Lumpure- Malaysia
This workshop is designed for data analytics professionals, and will cover the following topics through the practical sessions:
- Essential Elements of Data Analytics
- Industrial Revolution 4.0
- How to Identify a Business Problem in an Analytics Project
- Building Interactive Dashboards in Tableau
- Building Machine Learning Models
- Different Regression Models and Their Applications
- Classification Models
- Market Basket Analysis
- Deep Learning
Objectives:
The workshop aims to help participants to:
- Differentiate the concept of Data, Information, and Actionable Insights
- Understand the Descriptive, Diagnostic, Predictive, and Prescriptive Analytics
- Get familiar with main pillars of Industry 4.0
- Review the concepts of Data Analytics and Machine Learning
- Know how to practically design a machine learning project
- Learn how to measure the accuracy of a machine learning algorithm
- Understand how to develop, test, and validate different regression models
- Build the classification models
- Get familiar with Market Basket Analysis and its significance in real case studies
- Know how to communicate the analytics results using dynamic dashboards
Workshop Learning Outcomes:
At the end of this workshop, the participant will be able to:
- Describe the essential concepts of data analytics and machine learning
- Describe the elements of Industry 4.0
- Design and tune a machine learning model and make the predictions
- Measure the accuracy of a machine learning algorithm
- Recognize the different algorithms of regression and their usages
- Build different classification models and validate them
- Build the market basket analysis models and generate related graphs