Created on 2nd February 2025
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❌ Misinformation & Market Manipulation:
Prevents investors from acting on fake or misleading financial news by fact-checking and verifying sources using AI.
❌ Data Overload & Complexity:
Simplifies financial decision-making by analyzing large volumes of reports, news, and stock data into actionable insights.
❌ Inconsistent & Unreliable AI Reports:
Ensures probabilistic consistency in AI-generated financial narratives, making them more accurate, logical, and data-driven.
1️⃣ Data Quality & Misinformation Filtering
Ensuring that AI accurately verifies financial news using multiple sources was challenging.
Overcoming the issue of biased or misleading data required advanced fact-checking algorithms and cross-verification with Google Search.
2️⃣ Handling Large-Scale Financial Data
Processing real-time stock data, historical trends, and market reports efficiently required optimized data pipelines.
Balancing speed vs. accuracy in data retrieval and analysis was a key challenge.
3️⃣ Ensuring Probabilistic Consistency in AI Reports
Many AI models struggle with logical consistency in financial narratives.
We had to fine-tune FinBERT extensively to ensure coherent and trustworthy stock analysis.
Tracks Applied (1)
Technologies used