Module 1

Part 1     Supply Chain Management Certification

• Core data components and effective data capturing technologies in supply chain
• Improve supply change management by the use of data

Part 2     Big Data and Open-source Fundamentals Certification

• Impact of big data and open-source development in the technology ecosystem
• New best practices in a big data analytics environment
• Introduction to data visualization technology and data communication

Module 2

Part 1    Quality Data Management Certification

• The importance of data quality in data analytics
• Enhancing data quality

Part 2     Data Visualization Essentials Certification

• Interpret, clean, correlate and summarize data
• Design and build data visualization dashboard with Apache Superset
• Best practices of data visualization applications in business context

Module 3

Part 1    Supply Chain Best Practices Certification

• Unlock data insights with analytic tools
• Best practices and real world case sharings

Part 2    Data Analytics Essential Certification

• The objectives and process of diagnostic analytics
• Data modelling for diagnostic analytics with multiple data sources
• Prepping data with Jupyter Notebook, Python & SQL Lab 
• Perform diagnostic analytics with Apache Superset
• Select appropriate machine learning algorithm with Python & scikit-learn

Module 4

Part 1    Supply Chain Scorecard / Measurement Certification

• Supply Chain Scorecard & Measurement of functional enhancement effectiveness
• Application of Data Analytics with Python in Retail & Supply Chain

Part 2    Python for Big Data Analytics Certification

• Machine Learning (ML) and Artificial Intelligence (AI)
• Machine Learning best practice - CRISP-DM
• Popular Machine Learning algorithms (Logistic Regression, SVM, KNN, Random Forest & Naive Bayes)
• Data analytics with Python