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Ai in finance
By : Vishwas Narayan
Who am I?
1. The best of me is yet to be explored by me itself
2. I am a Technician(I dont about the Programing Language)
3. Started a boring engineer and ended up as a Full stack Guy(I still don't know
which stack i belong)
4. I just love problem statement and I am just hacking to solve all the problem
statement that I find and I will make the best out of all the things that I can
reach out to.
5. And a Community Guy.
What we Dwell with is a
Problem statement
What is our biggest disease
Overthinking,Never thinking about bad guys and anything bad that can happen
and we overestimate the
Agenda for the Talk
1. What is Artificial Intelligence?
2. What is Machine learning?
3. Types of Machine Learning
4. What is data and Information?
5. Data Generation Over Globe
6. Banking and Finance Industry
7. Scope of AI ML in Banking and other financial Sectors
8. Project on the Banking and Finance Industry using the AI and ML
What makes you intelligent?
You learn to
1. Recognize
2. Make mistakes and learn from it
3. Make sure that you learn from the learnt aspects(you can relate to some
learning)
4. You sometimes go by your Gut Feelings
5. Create Perspectives and we will learn to work with it.
Ai today is just trying to mimic the senses
Computer Vision
Natural language
processing
Ai today is just trying to mimic the senses
Perception ,Perspectives
Ai today is just trying to derive
Insights and Intent
What is Machine Learning?
What is Machine Learning?
Machine learning is the study of computer algorithms that improve
automatically through experience and by the use of data. It is seen as a
part of artificial intelligence.
Machine Learning Stereotypes
There are many of it
● Un-Supervised
● Supervised
● Reinforcement learning
What is Data?
What is an Information?
Data for the Features and Attributes
Data Generation
I can only give some data as everything today is more of the Data Generation,as
everything is a data today.
Every things is because it is connected.
What is Banking Industry?
What is Finance Industry?
Scope of Ai/Ml industry
Customer Engagement and Automation will be the key aspects here.
So keep in mind you need somebody to guide you
At every time and at any cost - Subject Matter Expert
Fraud Analysis
Risk Analytics
● Value-at-Risk
● Mark-to-Market
● Counterparty Credit Exposure
● Counterparty Collateral Requirements
● Cost of Credit
● Hedge Effectiveness Test
● Stress Testing
● Anomaly Detection
● Credit Worthiness for the Customer
● Monetizing on risk with Priority
Real Time Analysis
The Real time data acts as an input thus there is no output that will affect us as
the outliers will not be in the Scope at all.
● Data is processed in batches and buckets
● We need a minimum latency system
● BIFS is the Key here
Some other projects are
● Risk Assessment
● Fraud Detection And Management
● Financial Advisory Services
● Trading - Machine Trading.
● Managing Finance
Game theory
The study of mathematical models of strategic interaction among rational decision-
makers is known as game theory. It has applications in logic, systems science,
and computer science, as well as all disciplines of social science.
Probability
Probability is a field of mathematics concerned with numerical explanations of the
likelihood of an event occurring or the truth of a statement. The probability of an
occurrence is a number between 0 and 1, with 0 indicating impossibility and 1
indicating certainty, broadly speaking.
So keep these things in mind Plausibility,Possibility,Probability
Thank you
Now it's time to have some chit chat

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AI in Banking and Finance

  • 1. Ai in finance By : Vishwas Narayan
  • 2.
  • 3. Who am I? 1. The best of me is yet to be explored by me itself 2. I am a Technician(I dont about the Programing Language) 3. Started a boring engineer and ended up as a Full stack Guy(I still don't know which stack i belong) 4. I just love problem statement and I am just hacking to solve all the problem statement that I find and I will make the best out of all the things that I can reach out to. 5. And a Community Guy.
  • 4. What we Dwell with is a Problem statement
  • 5. What is our biggest disease Overthinking,Never thinking about bad guys and anything bad that can happen and we overestimate the
  • 6. Agenda for the Talk 1. What is Artificial Intelligence? 2. What is Machine learning? 3. Types of Machine Learning 4. What is data and Information? 5. Data Generation Over Globe 6. Banking and Finance Industry 7. Scope of AI ML in Banking and other financial Sectors 8. Project on the Banking and Finance Industry using the AI and ML
  • 7. What makes you intelligent? You learn to 1. Recognize 2. Make mistakes and learn from it 3. Make sure that you learn from the learnt aspects(you can relate to some learning) 4. You sometimes go by your Gut Feelings 5. Create Perspectives and we will learn to work with it.
  • 8. Ai today is just trying to mimic the senses Computer Vision Natural language processing
  • 9. Ai today is just trying to mimic the senses Perception ,Perspectives
  • 10. Ai today is just trying to derive Insights and Intent
  • 11. What is Machine Learning?
  • 12. What is Machine Learning? Machine learning is the study of computer algorithms that improve automatically through experience and by the use of data. It is seen as a part of artificial intelligence.
  • 13.
  • 14. Machine Learning Stereotypes There are many of it ● Un-Supervised ● Supervised ● Reinforcement learning
  • 15.
  • 17. What is an Information?
  • 18. Data for the Features and Attributes
  • 19. Data Generation I can only give some data as everything today is more of the Data Generation,as everything is a data today. Every things is because it is connected.
  • 20. What is Banking Industry?
  • 21. What is Finance Industry?
  • 22. Scope of Ai/Ml industry Customer Engagement and Automation will be the key aspects here.
  • 23.
  • 24. So keep in mind you need somebody to guide you At every time and at any cost - Subject Matter Expert
  • 26. Risk Analytics ● Value-at-Risk ● Mark-to-Market ● Counterparty Credit Exposure ● Counterparty Collateral Requirements ● Cost of Credit ● Hedge Effectiveness Test ● Stress Testing ● Anomaly Detection ● Credit Worthiness for the Customer ● Monetizing on risk with Priority
  • 27. Real Time Analysis The Real time data acts as an input thus there is no output that will affect us as the outliers will not be in the Scope at all. ● Data is processed in batches and buckets ● We need a minimum latency system ● BIFS is the Key here
  • 28. Some other projects are ● Risk Assessment ● Fraud Detection And Management ● Financial Advisory Services ● Trading - Machine Trading. ● Managing Finance
  • 29. Game theory The study of mathematical models of strategic interaction among rational decision- makers is known as game theory. It has applications in logic, systems science, and computer science, as well as all disciplines of social science.
  • 30. Probability Probability is a field of mathematics concerned with numerical explanations of the likelihood of an event occurring or the truth of a statement. The probability of an occurrence is a number between 0 and 1, with 0 indicating impossibility and 1 indicating certainty, broadly speaking. So keep these things in mind Plausibility,Possibility,Probability
  • 31. Thank you Now it's time to have some chit chat