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About me

A flexible data scientist with broad analytical capabilities and a strong background in collaborative work. I have honed my skills by participating in a Data Science Certification Program, concentrating on NLP, Machine Learning, and Deep Learning, notably enhancing my expertise. My competencies span analytical thinking, mathematics, and statistics. Beyond my professional aptitude, I have consistently showcased my teamwork abilities as an integral team member.

My Projects:

1. Performing sentiment analysis from Trustpilot reviews of DoGood Credit Union DBank by using LLM- Transformer Model BERT

Notebook Link Link

2. Time Series Analysis using Sarimax models for prediction seasonality of aviation passengers.

Notebook Link

Predictions of the number of passengers according to SARIMAX Model for the year 1962

link

3.Customer Satisfaction from Trustpilot reviews

This project explored customer sentiment in Trustpilot reviews using a comprehensive toolbox that combined web scraping, machine learning, and Natural Language Processing (NLP) techniques.

Streamlit_app

KMeans Clustering of PCA applied vectorized reviews to reduce dimensionality

pic1

Wordcloud generated from positive reviews

pic2

4. AI-vs-Real-Image-analysis

In this project, I used openCV and deep learning algorithms to generate a CNN model for predicting whether the images are AI-generated or real. Prediction Accuracy reaches up to 79% of the model there is no sign of overfitting and the model is successfully predicting between AI-generated and Real Art pictures.

Notebook pic1 pic2

5. Iā€™m working on a churn detection project to estimate bank customers' subscriptions.

Aysel Jafarova's Projects

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