Description
Description
Global Certification Program
- E-learning
- Globally lifetime Valid Certification
- Lifetime Valid Certification
- AI based Roleplay & Simulations
- Two Exam Attempts
Introduction
Certification in Generative AI In Finance And Banking
GSDC’s Generative AI in Finance and Banking Certification is one of the specialized programs developed for professionals in the financial industry. This certification brings professionals the knowledge of AI in finance and what skills they must have to understand the workings of AI in the banking sector. It will also help professionals transform the power of generative AI in financial analysis, risk management, fraud detection, and consumer service.
Through Generative AI in Finance Certification, professionals will discover the different applications of Generative AI Models, which cover GANs and transformers in predicting market trends, automating financial tasks, and improving consumer experiences. Generative AI in finance and banking certification programs contributes to addressing the ethical considerations and regulatory compliance essential in finance and banking applications.
Graduates appear as experts or professionals who are capable of leveraging generative AI to enhance financial operations, reduce complexities in finance problems, and provide innovative solutions in the dynamic world of finance and banking.
Learning Objective
❑ Demonstrate practical knowledge of Generative AI.
❑ Develop creative and innovative solutions using Generative AI.
❑ Contribute to the evolving field of Artificial Intelligence.
❑ Validate practical application skills in Generative AI.
❑ Navigate complexities of AI-driven technologies.
❑ Achieve proficiency in AI-generated synthetic media.
❑ Advance expertise in Generative AI technologies.
Curriculum
1. Exploring Generative AI
• Introduction to Generative AI
• The historical evolution of Generative AI
• Ethical considerations in AI
• Relevance of Generative AI in finance and banking
2. Machine Learning Fundamentals
• A primer on machine learning
• Understanding supervised and unsupervised learning
• Distinguishing regression from classification
3. Delving into Deep Learning
• The essence of neural networks
• The backpropagation method and gradient descent
• Activation functions in deep learning
• Key components of deep learning
4. Generative Adversarial Networks (GANs) in Finance
• Unpacking Generative Adversarial Networks (GANs)
• The mechanics of GANs
• Applications of GANs in finance and banking
• Recognizing GANs’ limitations and challenges
5. Variational Autoencoders (VAEs) in Finance
• Insights into Variational Autoencoders (VAEs)
• Training VAEs
• VAE applications in finance and banking
• A comparative analysis of GANs and VAEs
6. Time Series Analysis with Generative Models
• Introduction to time series data
• Forecasting using generative models
• Detecting anomalies through generative models
7. NLP and Sentiment Analysis in Finance
• Leveraging Natural Language Processing (NLP) for sentiment analysis
• Named entity recognition’s significance
• NLP applications in risk assessment within finance
8. Fraud Detection in Finance
• Generative AI’s role in fraud detection
• The associated challenges and risks
9. Credit Scoring and Risk Assessment
• Credit scoring models and their importance
• Harnessing generative AI for risk assessment
• Regulatory considerations in credit and risk assessment
10. Algorithmic Trading with Generative Models
• Algorithmic trading’s landscape
• Deploying generative AI in trading strategies
• Assessing risks and challenges
• Guidelines for Ethical AI Development
11. Model Interpretability and Explain ability
• The significance of model interpretability
• Techniques for understanding generative AI models
• Adhering to regulatory demands
12. Use Cases with Generative AI Tools & Hands-on Demos
• Learn to create AI Enhanced PowerPoint Presentations, Images, and Chart Analysis for business purposes
• Leverage AI for automated data insights, simplifying the journey from data collection to impactful business strategies
• Harness the power of AI for document summarization, distilling vast
information into concise summaries effortlessly
• Build AI-powered personalized recommendation systems with your data on PDF/Word documents using AI assistants
• Content Generation (Audio, Video, Images) with Prompt Engineering
13. Personalized 1-1 & Group connect session
• Personalized 1-on-1 Trainer/SME Connect Session – Receive a 1-on-1 connect session from Trainer/SME to resolve all types of queries.
• Weekly Group Mentor Connect Session with Lifelong Learning – Participate in a weekly group session with an industry experts where all types of professionals around the world connect with SME and have a brainstorming session.
