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.
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From learning to earning
Jobs that call for the skills explored in this talk.
Senior Machine Learning Engineer (f/m/d)
MARKT-PILOT GmbH
Stuttgart, Germany
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€75-90K
Senior
Python
Docker
Machine Learning
AI Developer (Startup / Fullstack met AI Focus)
Verzelen Maes Consultants BV
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API
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+5