Data Science Projects For Beginners

In this article, We will list out some of the best data science projects for beginners, intermediate, and experts. The source code, step by step implementation and datasets are also mentioned with each project. Let's dive in 15 best data science projects with source code, datasets and tutorials.

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Top Data Science Project Ideas for Beginners

1. Detecting Parkinson’s Disease

Language: Python

Dataset/Package: UCI ML Parkinsons dataset

Step by Step Tutorial and Source Code: Python Machine Learning Project

2. Leaf Disease Detection

This Data Science project aims to provide an image-based automatic inspection interface. It involves the use of self-designed image processing & other methods. It will separate and arrange plant leaves as healthy or infected

Step by Step Tutorial and Source Code: Leaf Disease Detection

3. Road Lane Line Detection

Language: Python

Tools & Libraries: OpenCV

IDE: Google Colab

Step by Step Tutorial and Source Code: Lane-Line Detection with Python & OpenCV

4. Brain Tumor Detection with Data Science

There are many popular deep learning projects on the MRI scan dataset. One of them is Brain Tumor detection. You can apply transfer learning on these MRI scans to get the required characteristics for classification. Or you can train your own convolution neural network from scratch to detect brain tumors.

Step by Step Tutorial and Source Code: Brain Tumor Detection

5. Sentiment Analysis Project

Language Used: R

Dataset: janeaustenR

Step by Step Tutorial & Source Code: Sentiment Analysis Project in R

Top Data Science Project Ideas for Intermediates

6. Diabetic Retinopathy Project

Diabetic Retinopathy is a main reason of blindness. You can create an automatic method of diabetic retinopathy screening. You can train a neural network on retina images of affected and normal people. This project will classify whether the patient has retinopathy or not.

Step by Step Tutorial and Source Code: Diabetic Retinopathy Detection

7. Uber Data Analysis

Language: R

Dataset/Package: Uber Pickups in New York City dataset

Step by Step Tutorial and Source Code: Uber Data Analysis Project

8. Handwritten Digit Recognition Project

Language: Python

Dataset: MNIST

Step by Step Tutorial and Source Code: Handwritten Digit Recognition using Python

9. Speech Emotion Recognition

Language: Python

Dataset/Package: RAVDESS dataset

Step by Step Tutorial and Source Code: Speech Emotion Recognition with librosa

10. Driver Drowsiness detection in Python

Language: Python

Frameworks: Tensorflow, Keras

Step by Step Tutorial and Source Code: Driver Drowsiness Detection System 

Top Advanced Level Data Science Projects

11. Detect Credit Card Fraud with Machine Learning in R

Language: R

Dataset/Package: Card Transactions dataset

Step by Step Tutorial and Source Code: Credit Card Fraud Detection

12. Customer Segmentation using Machine Learning in R

Language: R

Dataset/Package: Mall_Customers dataset

Step by Step Tutorial and Source Code: Customer Segmentation

13. Breast Cancer Classification with Deep Learning Project

Language Used: Python

Dataset Used: IDC_regular

Step by Step Tutorial & Source Code: Breast Cancer Classification

14. Build Image Caption Generator with CNN & LSTM

Dataset: Flickr 8K

Language: Python

Framework: Keras

Step by Step Tutorial and Source Code: Image Caption Generator

15. Python Project on Traffic Signs Recognition with 95% Accuracy using CNN & Keras

Language: Python

Dataset: GTSRB (German Traffic Sign Recognition Benchmark)

Source Code: Traffic Signs Recognition

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