IIT Madras Financial Forensics Lectures
BSMS400354 lectures12 weeks
Weeks
- Week 14 lecturesIntroduction to finance & accounting - part 1 · Introduction to finance & accounting - part 2 · Financial accounting - part 1 · Financial accounting - part 2
- Week 25 lecturesBalance sheet - part 1 · Balance sheet - part 2 · Balance sheet - part 3 · Income statement - part 1 · Income statement - part 2
- Week 34 lecturesCash flow statement - part 1 · Cash flow statement - part 2 · Cash flow statement - part 3 · Cash flow statement - part 4
- Week 44 lecturesRevisiting financial statements - part 1 · Revisiting financial statements - part 2 · Revisiting financial statements - part 3 · Revisiting financial statements - part 4
- Week 53 lecturesRatios - part 1 · Ratios - part 3 · Ratios - Part 2
- Week 64 lecturesBasics of corporate finance - part 1 · Basics of corporate finance - part 2 · Basics of corporate finance - part 3 · Basics of corporate finance - part 4
- Week 73 lecturesBasics of corporate finance - part 5 · Basics of corporate finance - part 6 · Basics of corporate finance - part 7
- Week 87 lecturesIntroduction to transaction lifecycle · Introduction to credit risk - part 1 · Introduction to credit risk - part 2 · Building a probability of default model · Reject inferencing in credit risk modeling · Optimizing credit risk evaluation using credit propensity · Optimizing credit risk evaluation using credit propensity - hands-on tutorial
- Week 97 lecturesIntroduction to frauds in finance - part 1 · Introduction to frauds in finance - part 2 · Fraud from the lens of supervised learning - theory · Fraud from the lens of supervised learning - hands-on - part 1 · Fraud from the lens of supervised learning - hands-on - part 2 · Fraud from the lens of unsupervised learning - part 1 · Fraud from the lens of unsupervised learning - part 2
- Week 104 lecturesIntroduction to time series · Components of time series · Time series models · Time series models - hands-on
- Week 115 lecturesText data for financial forensics · Introduction to text preprocessing · Text pre-processing - hands-on tutorial · Text pre processing - hands-on tutorial · Entity resolution
- Week 123 lecturesExplainable Al · Shap hands-on tutorial · Leveraging ai/ml for financial forensics