Duygu Jones - Portfolio

Deep Learning

Artificial Neural Network (ANN) || Convolutional Neural Network (CNN) || Transfer Learning || Computer Vision || Natural language processing (NLP)

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A list of my top Deep Learning projects, in the form of Jupyter Notebook using Python.
Project notebooks are fully open-sourced on GitHub. You can click on the picture to view the full project on GITHUB and KAGGLE.

text-extraction

TEXT EXTRACTION (OCR)
Deep Learning Models
Python | 2024

This project uses OCR to automatically read and display text from drug labels, providing quick and accurate access to essential information.

Explore the full project on:

Github: Analysis & Report Kaggle: Project Notebook

yolo11

SIGN LANGUAGE DETECTION
Object Detection Model
Ultralytics YOLO11 | 2024

This project uses the YOLO11 model to detect and classify American Sign Language (ASL) gestures in real-time, enabling efficient communication for the deaf community.

Explore the full project on:

Github: Analysis & Report Kaggle: Project Notebook

Credit-Score

FLOWER RECOGNITION
Deep Learning Models
Python | 2024

This project utilises CNN and Transfer Learning to classify images of flowers into five distinct categories accurately.

Explore the full project on:

Github: Analysis & Report Kaggle: Project Notebook

Credit-Score

CREDIT SCORE CLASSIFICATION
Deep Learning Models
Python | 2024

This project develops an ANN model to classify customer credit scores (Good, Standard, Poor) using demographic, financial, and behavioral data, aiding informed lending decisions.

Explore the full project on:

Github: Analysis & Report Kaggle: Project Notebook