Program Overview

1.1.1 Basics of AI/ML and Analytics

1.1.2 Supervised Learning

1.1.3 Unsupervised Learning

1.1.4 Reinforcement Learning

1.1.5 Popular Machine Learning Models

1.1.6 Current State of AI

1.1.7 Industry Adoption Trend

Understanding AI/ML Quiz

1.2.1 How AI/ML can drive business

1.2.2 AI/ML in different Industries

Business Context of AI/ML Quiz

1.3.1 Problem Definition

1.3.2 Data Collection

1.3.3 Data Cleaning

1.3.4 Modelling

1.3.5 Evaluation

1.3.6 Deployment

Data Science Lifecycle Quiz

2.1.1 How to identify AI use cases in a domain

2.1.2 Potential AI use-cases in different industries

Identifying AI Use Cases Quiz

2.2.1 Supervised Learning: Linear Regression, Logistic Regression, Decision Trees, Support Vector Machines (SVM), Random Forest, K-Nearest Neighbours (K-NN), Naïve Bayes, Gradient Boosting Machines

2.2.2 Unsupervised Learning: K-Means Clustering, Hierarchical Clustering, Principal Component Analysis (PCA), Independent Component Analysis (ICA), Anomaly Detection Models, Autoencoders) Q-Learning, Deep Q Network (DQN)

Machine Learning Quiz

2.3.1 Basics of Neural Networks

2.3.2 Convolutional Neural Networks

2.3.3 Recurrent Neural Networks

2.3.4 Transformer Models

Deep Learning and Neural Networks Quiz

3.1.1 Basics of NLP

3.1.2 NLP in Business

3.1.3 NLP Use-cases in different industries

Natural Language Processing (NLP) Quiz

3.2.1 Evaluation Metrics

3.2.2 Interpreting results

3.2.3 Model Bias and Fairness

Evaluating AI/ML Solutions Quiz

4.1.1 Role of AI in Customer Service

4.1.2 Use-cases/Applications

4.1.3 Challenges and Future Trends

AI in Customer Service Quiz

4.2.1 Role of AI in Banking & Finance

4.2.2 Use-cases, Challenges, and Future Trends

AI in Banking and Finance Quiz

4.3.1 Role of AI in Cyber Security

4.3.2 Cognitive Cyber Security & Generative AI

4.3.3 Challenges and Future Trends

AI for Cybersecurity Quiz

4.4.1 Role of AI in Manufacturing and Industry 4.0

4.4.2 Use Cases & Application examples

4.4.3 Challenges and Future Trends

AI in Manufacturing Quiz

5.1.1 Impact of AI on jobs

5.1.2 Upskilling and Reskilling for the AI era

AI and the Future of Work Quiz

5.2.1 Basics of Generative AI

5.2.2 Generative Adversarial Networks (GANs)

5.2.3 Applications of Generative AI

Generative AI Quiz

5.3.1 Basics of ChatGPT

5.3.2 Use-cases and Applications

5.3.3 Limitations and Ethical considerations

ChatGPT, BARD, and Hugging Face Quiz

5.4.1 Role of AI in IoT

5.4.2 Challenges and Future Trends

AI and IoT Quiz

5.5.1 AI and Sustainability

5.5.2 AI aligned with SDG & ESG

5.5.3 Challenges and Future Trends

AI and Sustainability Quiz