TAC-459: Generative AI and Natural Language Processing
Spring 2024 · Course archive
Spring 2024 · Course archive
Description:Health and Wellness Chatbot delivers personalized recommendations for health, mental wellness, nutrition, and fitness through real-time interaction, sentiment analysis, and integration with wearable technologies, enhancing user well-being.
Execution Plan:Build and fine-tune sentiment analysis and recommendation models, integrate multimodal (text, voice) interfaces, synchronize with wearable health trackers, offer tiered subscription options, and maintain user privacy through secure data management.
Team Members: Sana Peshwani, Christ Ohanesians,Peter Wu, Deepali Yedulapuram
Description: Amazon Job Description Generator automates the creation of tailored, compliance-friendly job postings using advanced AI algorithms, significantly improving recruitment efficiency, candidate relevance, and overall HR productivity across organizations.
Execution Plan: Develop user-friendly web interface for job criteria inputs, implement AI-powered text generation, offer tiered monetization, continuously refine AI based on user feedback, and integrate regulatory compliance validation.
Team Members: Rimi Bhardwaj, Taiyo Hayes, Tyler Kuang, Preston Doll
Description:Product Recommendation Chatbot simplifies consumer tech purchases by delivering personalized product recommendations, explanations, and comparisons, reducing decision-making complexity and enhancing user shopping experience across multiple electronic categories.
Execution Plan:Collect product data via APIs, deploy cosine similarity algorithms for product matching, integrate GPT-generated recommendation explanations, monetize through subscriptions and affiliate partnerships, and expand product categories regularly.
Team Members: Thea Grauer, Pedro Galindo, Theo Bermudez, Grace Hughes
Description: Stock Prediction AI utilizes NLP and advanced sentiment analysis on financial news and market headlines, accurately predicting short-term stock movements to help investors make data-driven trading and investment decisions.
Execution Plan:Gather financial data, preprocess news content, fine-tune NLP models (Mistral-7B), deploy visual dashboards for insights, implement subscription monetization, and enforce stringent data privacy and cybersecurity measures.
Team Members: Alex Yuan, Miaosen Chai, Haofeng Xu, Zuoning Zhang
