Let's talk!

Top 3 Python Based Data Science Projects For Beginners

  • click to rate

     

    If you're a beginner in data science, you probably want to build some projects to learn and showcase your acquired data science skills. But, you're stumped as to where to begin.

     

    Read this article to learn how you can get started with beginner-level data science projects. 

     

    Most importantly, Learn Exploratory Data Analysis(EDA)

     

    Most future real-world projects, as well as some of the projects outlined in this article, will require you to conduct an EDA (exploratory data analysis). This is an important step in any data science project since it allows you to make sense of your data and gain meaningful insights using visualisation tools.



     

    • Sentiment Analysis

     

    The first project on this list is to create a machine learning model that can predict a movie review's sentiment. Sentiment analysis is a natural language processing (NLP) technique for determining the material's positive, negative, or neutral nature. It is extremely beneficial to businesses since it allows them to grasp their customers' overall opinions better.



    Detection Projects using Python for data science:

     

    Python can also be used for a variety of "detection" projects. Instead of just identifying one, I'm going to list those I implemented with Python in order of difficulty.

     

     

    • Credit card fraud detection

     

    Credit card fraud costs consumers and businesses billions of dollars annually, and thieves are constantly looking for new ways to perform these illicit acts. As a result, fraud detection systems have become critical for banks to reduce losses. Try credit card fraud detection if you want to make this project a little more challenging.

     

     

    •  Chatbots

     

    A chatbot is a programme that uses voice recognition or text conversations to mimic human communication. Artificial intelligence is utilised to create advanced chatbots, which can be found in most messaging apps on your phone.

    Although constructing voice assistants such as Siri and Alexa is too difficult, we can still make a simple chatbot with Python and deep learning. In this project, you will use data science approaches to train the chatbot with a dataset. The intelligence and accuracy of these chatbots will improve as they process more encounters.

     

    Do you want to build data science projects and improve your portfolio?

    Check out the data science course in Hyderabad, and learn the practical data science skills used in the workplace.