3 Advanced Data Science Projects with Source Code

Aqsazafar
5 min readOct 5, 2024

Data science is an exciting field where we can solve real-world problems using data. If you’re ready to take your data science skills to the next level, advanced projects are a great way to challenge yourself and grow.

In this blog, we’ll walk you through 3 advanced data science projects that come with source code. Each project will cover a different area of data science, from text analysis to predicting future trends and detecting fraud.

Let’s get started!

Sentiment Analysis Using Deep Learning

Project Overview

Sentiment analysis is a way to figure out if a piece of text (like a product review) is positive, negative, or neutral. It’s widely used in businesses to understand customer feedback. In this project, we’ll use deep learning to classify text into positive or negative sentiments. We’ll build a model using Recurrent Neural Networks (RNNs) and Long Short-Term Memory (LSTM) networks, which are great for understanding the sequence of words in a sentence.

Tools and Libraries

You’ll need the following tools to build this project:

  • Python: Our main programming language.
  • TensorFlow: For building the neural…

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Aqsazafar

Hi, I am Aqsa Zafar, a Ph.D. scholar in Data Mining. My research topic is “Depression Detection from Social Media via Data Mining”.