Deep Learning, Generative AI & Agentic Systems

Bridging mathematical foundations and enterprise strategy.

---

AI Strategy

• AI Roadmap for Banking
• The AI-First Bank: Agents & Architecture
• Document Intelligence in Financial Services
• Gen AI Use Cases in Banking

Responsible AI

• Securing Agentic AI Systems
• Bias, Toxicity, and Safety in AI Systems
• Explainable AI

Generative AI

• Introduction to Generative AI
• Variational Autoencoders (VAEs)
• Normalizing Flows
• Energy-Based Models (EBMs)
• Diffusion Models

Agentic AI

• Introduction to Agentic AI
• Agentic Analytics
• Small Language Models
• Multi-Agent Orchestration

Large Language Models (LLMs)

• Transformers
  
• Post-Training Techniques
  
• Evaluation of NLP Models

Code & Implementation

• Logistic Regression from Scratch
• Shallow Neural Networks
• Deep Neural Networks
• Variational Autoencoder (VAE)
• Normalizing Flows - Real NVP