5 AI Advancements in Finance, Insurance, & RegTech

AI Beyond Pattern Recognition: Decision Making Systems

Key Takeaways:

Video Chapters:

  • 00:00​ — Use cases, decision-makers and human beings
  • 04:01​ — Data scientist, benefit and designer
  • 05:43​ — Reinforcement learning, perception and model
  • 08:26​ — Trait, constraint and rationality
  • 10:44​ — Portfolio optimization, index and variance
  • 14:19​ — Finance, poker and hierarchy
  • 18:25​ — Models, futures and wrong way of implementing

The Future of AI Research in Finance

Key Topics Covered:

  • AI to support human decision through NN-based image classification
  • Mondrian-C, Mondrian-P, Mondrian-V, Mondrian-A
  • Multiagent Systems
  • Agent-based simulation; learning agents & more!

Video Chapters:

  • 00:00 -​ Domain, component and finance
  • 01:45​ — Image classification (reasoning through images, Mondrian models, event simulation & more)
  • 11:02​ — Summary and project
  • 13:28 -​ Advertisement

Fund2Vec: Mutual Funds Similarity Using Graph Learning (cc)

Key Takeaways:

Video Chapters:

  • 00:00​ — Mutual funds, portfolio and risk-return
  • 07:35​ — Categorization, linear relationship and Euclidean distance
  • 13:47​ — Asset, equity fund and raw data
  • 19:15​ — Node, nearest neighbor and similarity
  • 22:47​ — Machine learning, network and representation

Identifying and Addressing Bias in Machine Learning Models Used in Banking (cc)

Key Takeaways:

Video Chapters:

  • 00:00​ — Algorithm, support system and outcome
  • 01:51​ — Applicant, income and behaviour
  • 04:12​ — Model, subset and output
  • 05:16​ — Regulator, regulation and disparity
  • 13:10​ — Potential Solutions to Use — Disparate Impact Analysis etc
  • 13:39 -​ Datum, delay and shop

Transformation of Core Business Function Areas Using Advanced Analytics and AI (cc)

Key Takeaways:

Video Chapters:

  • 00:00​ — Sustainable solutions, Technology and bank
  • 07:33​ — VPN use
  • 09:11​ — Network failure, vulnerability and remediation
  • 13:22​ — Email, alert and complaint

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