Akmal Chaudhri
OpenAI for FinTech: Building a Stock Market Advisor Chatbot
#1about 6 minutes
Introduction to building a FinTech AI chatbot
An overview of the tools and agenda for creating a stock market advisor using OpenAI, LangChain, and a vector database.
#2about 7 minutes
Exploring the features of the SingleStore DB platform
A look at SingleStore's distributed architecture, universal storage for OLTP and OLAP, and multi-model capabilities including vector support.
#3about 5 minutes
Applying AI and database technology in FinTech
Discussion of key FinTech use cases like real-time risk analytics and the specific tools used in the demo, including FinBERT and Hugging Face.
#4about 10 minutes
Setting up the database and a real-time data pipeline
A walkthrough of creating a workspace in the SingleStore cloud, defining tables for stock data, and setting up a Kafka pipeline to stream data.
#5about 9 minutes
Querying stock data with natural language using LangChain
Demonstrates how to use LangChain's SQL agent to ask complex questions about stock and sentiment data in plain English.
#6about 9 minutes
Building a voice-activated chatbot with OpenAI Whisper
A live demo of a Python application that uses a local OpenAI Whisper model for speech-to-text to enable voice-based database queries.
#7about 10 minutes
Exploring the future of AI in FinTech
A Q&A session covering the speaker's role, the future of AI, practical applications, and tips for developers entering the AI and FinTech space.
Related jobs
Jobs that call for the skills explored in this talk.
Bitpanda
Vienna, Austria
Senior
TypeScript
Angular
+3
Matching moments
02:59 MIN
Developing an in-house AI-powered financial advisor
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06:50 MIN
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02:40 MIN
Lightning round on future skills and AI trends
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03:10 MIN
A rapid-fire look at AI tools and buzzwords
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