Master Study AI

AI in Finance & FinTech

artificial-intelligence-ai.

πŸŽ“ Course Modules:

πŸ’Ό Module 1: Introduction to AI in Finance

Evolution of AI in the financial sector

Key FinTech innovations powered by AI

Regulatory overview (e.g., GDPR, PSD2, Open Banking)

πŸ“Š Module 2: Financial Data Analysis & Preprocessing

Types of financial data: time series, transactions, market data

Cleaning and normalizing data for modeling

Handling missing data and outliers in financial contexts

🧠 Module 3: Machine Learning for Risk Management

Credit risk modeling using supervised learning

Loan default prediction and scorecard models

Applications in insurance and underwriting

πŸ›‘οΈ Module 4: Fraud Detection with AI

Anomaly detection techniques (Isolation Forest, Autoencoders)

Real-time fraud monitoring systems

Behavioral pattern recognition in transactions

πŸ’Ή Module 5: Algorithmic Trading & Market Forecasting

Basics of quantitative trading strategies

Predicting stock prices with LSTM and XGBoost

Backtesting trading algorithms and portfolio simulation

πŸ’³ Module 6: Credit Scoring & Loan Automation

Traditional vs AI-based credit scoring

Using NLP for processing loan applications

Building credit risk models with fairness considerations

πŸ€– Module 7: Robo-Advisors & Personalized Finance

How robo-advisors work (rules-based and ML-driven)

Portfolio optimization with AI

Personal financial planning tools

πŸ—£οΈ Module 8: NLP in Financial Services

Extracting insights from financial news and reports

Sentiment analysis on earnings calls and stock mentions

Chatbots and virtual agents in banking

βš–οΈ Module 9: Ethics, Compliance & Explainability in FinTech

Regulatory compliance and explainable AI

Fair lending, algorithmic bias, and transparency

AI governance in financial institutions

βœ… Module 10: Capstone Project

Choose a project such as:

Building a credit scoring model

Developing a stock price prediction tool

Designing a fraud detection dashboard

Project presentation and peer evaluation

 

🧠Master Study NLP Fundamentals: The Foundation of Language Understanding in AI

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