Introduction to AI & ML Technologies/ Applications - Understanding the Technology Landscape - Tools & Platforms for organisations to deploy AI & ML solutions - Importance of Data (where to find it, how to store, manipulate, and attribute it) - Statistical Foundations - Storytelling with Data Visualisation Techniques.
Introduction to Machine Learning - Supervised Learning - Unsupervised Learning - Ensemble Techniques - Recommendation Systems - Reinforcement Learning – Application of Machine Learning.
Linear Regression – Logistic regression – Decision Tree – random forest - KNN - Neural Networks - Deep Learning & Visualisation – NLP - Text Analytics (Sentiment Analysis, Social Media Analytics).
Digital Transformation with AI & ML - Creating an AI & ML Strategy for your organisation (Link to strategic goals, business model fit, ROI, success measure, data requirements) - Implementation and Change Management Considerations - Applications of AI & ML in (Marketing, Sales, Finance, Operations, Supply Chain & Human Resources) - Data Governance, Legal and Ethical Issues Future of AI & ML in business
Visualisation techniques - Importance of Context - Lessons in Story telling - Usage of Data to influence decisions -Basic Visualisation Skill
Reference Book:
HBR Guide to AI Basics for Managers by “Harvard Business School “, 1st edition, 2023. Artificial Intelligence: A Modern Approach | Fourth Edition| By Pearson Fourth Edition, Kindle Edition by “Norvig Russell “.
Text Book:
Artificial Intelligence for Managers: Leverage the Power of AI to Transform Organizations & Reshape Your Career (English Edition) by “Malay a Upadhyayâ€, 1st edition2021 Artificial Intelligence for Managers: For Individuals Aspiring to Get into the AI Domain by “RakeshDanduâ€, 1st edition 2020.