Data Science Portfolio Projects (30+)
I developed 30+ machine and deep learning projects which served as live web demo app on my huggingface account to prove my skills about data science.
Source codes and detailed information about projects can also be found on my github account.
NOTE THAT: if the demo page raises a 404 error, you can simply refresh the page to reset the project server. If refreshing the page does not work, you can also try the alternative demo app served on Google Colab. The links of the Google Colab demo app can be found in the demo section of the GitHub repository’s README.md file.
Table Of Content
- A - Classification Machine Learning Projects
- B - Regression Machine Learning Projects
- C - Time Series Machine Learning Projects
- D - Clustering Machine Learning Projects
- E - Computer Vision Deep learning Projects
- F - Natural Language Deep learning Projects
- G - Audio Processing Deep learning Projects
A - Classification Machine Learning Projects
1.Iris Flower Species Classification
- Multi Variable Classification on Iris tabular data.
- Live Web Demo
- Source Code Repo
2.Titanic Survive Situation Classification
- Binary classification on tabular data. (Survived or not survived)
- Live Web Demo
- Source Code Repo
3.Wine Quality Classification
- Classification task on tabular data using machine learning.
- Live Web Demo
- Source Code Repo
4.Customer Loan Approval Classification
- Classification task on tabular data.
- Live Web Demo
- Source Code Repo
5.Credit Card Fraud Detection
- Unbalanced Data Binary Classification using machine learning.
- Live Web Demo
- Source Code Repo
B - Regression Machine Learning Projects
6.House Price Prediction
- Regression task to predict house price.
- Live Web Demo
- Source Code Repo
7.Black Friday Purchase Regression
- Regression task to predict Black Friday purchase.
- Live Web Demo
- Source Code Repo
8.Big Mart Sales Prediction
- Regression task to predict sales.
- Live Web Demo
- Source Code Repo
9.Bike Sharing Count Regression
- Regression task to bike count.
- Live Web Demo
- Source Code Repo
C - Time Series Machine Learning Projects
10.Traffic Density Regression
- Time Series Task to predict traffic density.
- Live Web Demo
- Source Code Repo
D - Clustering Machine Learning Projects
11.Customer Clustering
- Clustering task on unsupervised customer dataset.
- Live Web Demo
- Source Code Repo
12.Student Clustering
- Clustering task on unsupervised student dataset.
- Live Web Demo
- Source Code Repo
E - Computer Vision Deep learning Projects
13.MNIST image Classification
- Multi variable image classification on MNIST image dataset.
- Live Web Demo
- Source Code Repo
14.Flower Image Classification
- Multi variable classification on flower images.
- Live Web Demo
- Source Code Repo
15.Traffic Sign Recognation
- Multi variable classification (40+ class) task on street traffic sign.
- Live Web Demo
- Source Code Repo
16.Face Emotion Recognition
- Multi variable Classification on image data task.
- Live Web Demo
- Source Code Repo
17.Pet Image Segmentation
- Image Segmentation task on multiple objects.
- Live Web Demo
- Source Code Repo
18.CV2 Haarcascade Object Detection
- Object Detection task using OpenCV haarcascade pretrained models.
- Live Web Demo
- Source Code Repo
19.Custom Object Detection TFOD2
- Custom Object Detection Task using TensorFlow Object Detection 2 API.
- Live Web Demo
- Source Code Repo
20.Anime Face Generation
- GANs implementation on image data using custom deep learning model.
- Live Web Demo
- Source Code Repo
21.Age And Gender Prediction
- Hybrid Deep Learning model Architecture Implementation.
- Live Web Demo
- Source Code Repo
F - Natural Language Deep learning Projects
22.Spam Text Classification
- Binary Text Classification task. (Spam or not spam)
- Live Web Demo
- Source Code Repo
23.Twitter Sentiment Classification
- Binary Text Classificaton task. (Positive, Negative sentiment)
- Live Web Demo
- Source Code Repo
24.Custom OCR
- OCR task using custom deep learning architecture.
- Live Web Demo
- Source Code Repo
25.Tesseract OCR
- OCR task on 16 language using tesseract library.
- Live Web Demo
- Source Code Repo
26.Named Entitiy Recognition
- Multiple word classification on text data.
- Live Web Demo
- Source Code Repo
27.Text Summarizer
- Multiple text task for summarizing given text.
- Live Web Demo
- Source Code Repo
28.Question Answer
- Answearing an question according to context text. (both context text and question are input)
- Live Web Demo
- Source Code Repo
G - Audio Processing Deep learning Projects
29.Speech Emotion Recognition
- Multiple Variable Classification task on audio data using custom deep learning model.
- Live Web Demo
- Source Code Repo
30.Urban Sound Classification
- Multiple Variable Classification task on audio data using basic fully connected classifier architecture.
- Live Web Demo
- Source Code Repo