🎓 Sentiment Analysis Project using Machine Learning | Python | GEMINI API | CloudCosmos Project

🎓 Sentiment Analysis Project using Machine Learning | Python | GEMINI API | B.Tech CSE Final Year Project | Manpreet Kaur (Roll No. 12201107)
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Hello everyone! 👋
I’m Manpreet Kaur, a B.Tech (CSE) 4th Year student, and this video showcases my Sentiment Analysis Project developed using Machine Learning techniques.
This project aims to analyze and classify sentiments from text data — whether they are positive, negative, or neutral — using advanced ML algorithms and preprocessing techniques.

🔍 About the Project

This Sentiment Analysis project helps in understanding people’s emotions and opinions from textual data such as reviews, tweets, or comments. It can be applied in:

Product Review Analysis 🛍️

Social Media Monitoring 📱

Customer Feedback Systems 💬

Brand Sentiment Tracking 📊

The model uses Python, scikit-learn, and Gemini API for text preprocessing, tokenization, stopword removal, and sentiment prediction.

⚙️ Key Features

✅ Text Preprocessing (Tokenization, Lemmatization, Stopword Removal)
✅ Real-Time Sentiment Prediction
✅ User-Friendly Interface (optional if you added GUI/Streamlit)

🧠 Technologies Used

Programming Language: Python 🐍

Libraries: Scikit-learn, Pandas, NumPy, Matplotlib, Streamlit

Dataset: Kaggle US Airline Tweets

🎯 Project Objectives

To analyze the sentiment behind text data.

To classify opinions as positive, negative, or neutral.

To demonstrate how LLM and ML can be integrated for real-world text analytics.

👩‍💻 About Me

Name: Manpreet Kaur
Roll No: 12201107
Course: B.Tech – Computer Science and Engineering (4th Year)
I’m passionate about Machine Learning, Artificial Intelligence, and Data Science, and this project reflects my interest in applying ML techniques to solve real-world problems.

📽️ Watch the Full Project Video

In this video, I explain the working of the model and a live demonstration of how sentiment prediction works.

If you find this video helpful, please LIKE 👍, SHARE 🔁, and SUBSCRIBE 🔔 to my channel for more Machine Learning and Python projects!

🏷️ Hashtags for SEO

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