12 Cool Data Science project ideas with source code - "Strengthen your Resume"

INTRODUCTION

Data Science, a field that brings out wonders almost every second day and that’s why it is often regarded as one of the most fascinating fields of the 21st century.

So, Are you a part of this ever amazing field and want to be a part of those amazing wonders? 

If yes, then here’s something that is absolutely meant for you. This article is meant for making you a renowned figure among your fellow Data Science professionals or even in the organization you are working right now. Trying your hands on the below listed Data Science projects is all you need to beat the heat of the competition out there.

So here’s whetting your appetite of being a Top Data Science Player - 

1. Beginner Data Science Projects ->

1.1 Sentiment Analysis - Today, almost every data-driven industry is using sentiment analysis to determine the attitudes of its customers towards its products. Sentiment Analysis can be defined as the automated process of identifying & determining whether the attitudes & opinions of customers towards a product is either positive, negative or neutral, usually expressed in a piece of text.

Stay way ahead of everyone - Sentimental Analysis Project in R

Language:- R

Dataset Package:- janeaustenR

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1.2 Fake News Detection - Every day there is a lot of fake news which spreads like wildfire & has an impact on millions of people. You cannot blindly trust all the news you hear because no. of fake news has increased to a greater extent & are floated more than real ones. As a result, there is a need for a system to detect actual news from the false. In this Data Science project, we will develop a system that will perfectly detect whether particular news is real or fake. By practicing this project you can easily detect the differences between the two.

It’s time for CheckMate - Detecting Fake News with Python

Language:- Python

Dataset Package:- news.csv

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1.3 Detecting Parkinson’s Disease- At present, Data Science has occupied almost every industry including Healthcare also. What if we can predict diseases at an earlier stage? Simply, we can have various advantages. As a result data science is been used for improving healthcare. Practicing this Data Science Project will let you learn Parkinson’s disease detection with Python. The disease is a continuing disorder of the central nervous system that affects movements often causes tremors & stiffness. Every year there are more than 1 million people in India being affected by this disease.

Make the Next-to-last mistake - Detecting Parkinson’s Disease

Language:- Python

Dataset Package:- UCI ML Parkinson’s dataset

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2. Intermediate Data Science Projects ->

2.1 Speech Emotion Recognition - It is very interesting to know that now with the help of data science we can recognize the emotions & feelings of a person. The following Data Science project uses Librosa to perform Speech emotion recognition. SER can be regarded as the process of identifying & recognizing human emotions, most typically from speech. It is of major use to the companies as they can recognize customer’s emotions towards their products & services & make improvements accordingly. 

Raise the bar & be a star - Speech Emotion Recognition

Language:- Python

Dataset Package:- RAVDESS dataset

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2.2 Gender and Age Detection - Have you ever heard the name of an android app, AgeBot which determines your age from your photos using facial recognition. Inspired by the following, we have built an interesting data science project using Python. Under this project, we will learn to predict the gender & age range of the individual. We will build a CNN( Convolutional Neural Networks) for age & gender predictions.

The ultimate Data Science Project - Gender & Age Detection

Language:- Python

Dataset Package:- Adience

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2.3 Uber Data Analysis - Uber is one of the major users of Data science as it is totally dependent on data for making decisions. Practicing this project, by using R & its various libraries will let you learn how to implement the ggplot2 on the uber pickups datasets & also mastering the art of data visualization in R.

In the driving seat - Uber Data Analysis Project in R

Language:- R

Dataset Package:- Uber pickups in New York City dataset

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2.4 Driver Drowsiness Detection - Drowsy driving is very dangerous & the majority of the accidents these days are caused due to distraction or drowsiness of the drivers. Taking such accidents into account we have proposed a system to detect the drowsiness of the drivers & also to alert them by a beeping alarm.

Step in the right direction -  Drowsy Driver alert system

Language:- Python

Tools Used:- OpenCV and Keras

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3. Advanced Data Science Projects ->

3.1 Credit Card Fraud Detection - Credit Card fraud is very common nowadays. The following Data Science project uses Machine Learning for performing credit card fraud detection. The system aims to predict whether a particular transaction is fraudulent or genuine by using a dataset of transactions.

Set the pace & be an Ace - Credit Card Fraud Detection with Machine Learning

Language:- R

Dataset Package:- Card transactions Dataset

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3.2 Movie Recommendation system - Have you ever wondered about how Netflix, Amazon, Voot, etc start giving suggestions while online streaming? There is a Data Science & recommendation system behind all this. A recommendation system attempts to predict preferences based on the user’s liking & browsing history. In this data science project, we will use R to perform a movie recommendation through Machine Learning.

Beat the heat of the competition - Movie Recommendation System Project in R

Language:- R

Dataset Package:- MovieLens dataset

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3.3 Customer Segmentation - Customer segmentation is the process of dividing the customers into various groups based on some similar characteristics like age, gender, interests in order to maximize the value of each customer to the business. Using clustering techniques, companies can identify & target potential & best customers. The following project uses machine learning & clustering algorithms called K-means clustering. 

Time to make the tables turn - Customer Segmentation with Machine Learning

Language:- R

Dataset Package:- Mall_Customers dataset

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3.4 Breast Cancer Classification - Breast cancer is the most common cancer occurring among women & is also one of the major reasons for death. Detection of any disease is the most effective way to reduce the number of deaths. Under this Data science Project, we will learn to detect breast cancer with Python. In other words, we will classify tumors into malignant & non-malignant using the features obtained from several cell images.

Avoid the crowd- Breast cancer Classification with Deep Learning

Language:- Python

Dataset Package:- IDC_Regular

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3.5 Image Caption Generator - This project is based on concept of CNN (Convolutional Neural Networks) and LSTM (Long short term memory). It will recognise the context of image and describe the image context in natural language (English).

Here is the Coolest Project ever - Image Caption Generator.

Language:- Python

Dataset :- Flicker 8k

This was all about the best Data Science Project ideas with Source code. Get Started now & build a Data Science project to enhance your data science skills. Follow from beginner to advanced projects & learn step by step.

If this help you please share with others and help them to learn and grow.