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Financial Analysis

Vertex AI AutoML Sentiment Analysis

Academic Project

Dec 2024 - Dec 2024

Overview

A project leveraging Google Cloud Vertex AI AutoML capabilities to build and evaluate a sentiment analysis model for financial text.

Role

AI Researcher

Project Details

Utilized Google Cloud Vertex AI AutoML to create a sentiment analysis model using the Financial Phrase Bank dataset.

Processed data and trained a tabular classification model.

Evaluated the model using performance metrics like Precision, Recall, F1 Score, PR AUC (0.941), and ROC AUC (0.967).

Technologies

Google Cloud Vertex AI
AutoML
Python

Tools

Google Cloud Vertex AI
AutoML
Python

Skills Applied

Cloud AI
Data Processing
Model Evaluation