Ella Powell@ella_powell55

The project aims to develop an advanced AI-powered tool using the Gemma 2 language model to assist financial advisors in comprehensive portfolio management, market analysis, and client communication. The solution will leverage machine learning techniques to provide nuanced insights into portfolio performance, market trends, and personalized investment strategies. Key Problem Statement: Financial advisors face significant challenges in: 1. Efficiently analyzing complex market information 2. Correlating diverse financial data sources 3. Providing personalized portfolio insights 4. Navigating complex market news and its potential impacts 5. Optimizing portfolio performance across multiple dimensions Technical Approach: The project will utilize a multi-step approach: - Fine-tune the Gemma 2 large language model - Create a comprehensive training dataset - Develop custom data processing pipelines - Implement advanced financial metric calculations - Build an intelligent query-response system Core Capabilities: 1. Portfolio Composition Analysis - Detect direct and indirect stock holdings - Analyze asset allocation across stocks, ETFs, and mutual funds - Identify potential investment opportunities and risks 2. Performance Metric Computation - Calculate advanced financial metrics: * Sharpe Ratio * Beta * Price-to-Earnings (P/E) Ratio * Price-to-Book (P/B) Ratio * Momentum Indicators (RSI, MACD) 3. Market News Correlation - Interpret market news in context of specific portfolios - Predict potential impacts on individual client investments - Provide personalized market insights Data Sources and Integration: - Financial APIs (Alpha Vantage, potentially Bloomberg, Quandl) - Custom-generated training datasets - Historical market data - Fundamental company financial information

It’s a great opportunity to: 🚀 Leverage Google’s advanced Gemma 2 models to create cutting-edge solutions. 💰 Access resources to support your project development. 🌟 Receive guidance from expert mentors throughout the hackathon. 🤝 Work solo or in teams to bring your ideas to life. 🏆 Compete for a chance to choose from unique Google swag and enjoy an opportunity to meet the Gemma team for the best solutions! 🧑🏻‍💻 Sign up before the Kick-Off Stream to secure your spot! 🗓️ On-site Workshops: Join us in-person at Google Cloud Space in London on 28th November from 5:00 PM to 9:00 PM UK time (GMT) for hands-on workshops

⌚ Take on a 48-hour challenge packed with creativity. 🚀 Build an app powered by Llama 3.2’s capabilities. 🎓 Get advice and support from industry experts along every step of the way. 🏆 Win an opportunity to participate in the Lablab NEXT acceleration program 💰 Stand a chance to win $5,000 in prizes. 🌟 Win the opportunity to be invited, with transport and accommodation covered, to our upcoming Giga Hackathons in Barcelona or Geneva in partnership with UNICEF. 🧑🏻‍💻 Sign up before the Kick-Off Stream to lock in your spot!

🌟 Explore new AI capabilities 🤝 Collaborate and build something extraordinary. 👥 Take part alone or form a team with other participants. 🎓 Receive guidance from expert mentors. 🏆 Compete for $20,000 in Prizes. 🧑🏻‍💻 Sign up before the Kick-Off Stream to secure your spot!