Ramtin Reyhani Kivi - Unsupervised Extractive Summarization Using Hierarchical Transformers (Master’s Thesis)

Q: Where is Ramtin based?

Ramtin is based in Padua, Italy .

Q: What languages does Ramtin speak?

Ramtin speaks the following languages: Persian (Native), English (Advanced), Italian (Elementary) .

Q: How many years of experience does Ramtin have?

Ramtin has at least 4 years of experience. During this time, Ramtin has worked in at least 7 different roles . The average length of individual experience is 1 year and 7 months . Note that Ramtin may not have shared all experience and actually has more experience.

Q: What is Ramtin's latest experience?

Ramtin's most recent position is Unsupervised Extractive Summarization Using Hierarchical Transformers (Master’s Thesis) .

Q: Which industries is Ramtin most experienced in?

Ramtin is most experienced in industries like Information Technology , Healthcare , and Education . Ramtin also has some experience in Banking and Finance and Space Exploration .

Q: Which business areas is Ramtin most experienced in?

Ramtin is most experienced in business areas like Research and Development , Information Technology , and Business Intelligence .

Q: What is Ramtin's education?

Ramtin holds a Master in Data Science (Cognitive, Social, and Economic Data Analytics) from University of Padova , a Master in Physics (Statistical Physics & Complex Systems) from Shahid Beheshti University and a Bachelor in Physics from Sharif University of Technology .

Q: What is the availability of Ramtin?

Ramtin is immediately available full-time for suitable projects.

Recommended expert

Padua, Italy

Experience

Jan 2025 - Dec 2025

1 year

Unsupervised Extractive Summarization Using Hierarchical Transformers (Master’s Thesis)

Developed a model to summarize/highlight text based on a pre-trained hierarchical transformer with an added PMI-based redundancy control in an unsupervised manner.

Jan 2024 - Dec 2024

1 year

Lung Disease Prediction from X-ray Images

Engineered a deep learning model for classifying thoracic diseases from chest X-ray images, incorporating attention mechanisms and global-local feature fusion to maximize accuracy and localization in a weakly-supervised setting.

Jan 2024 - Dec 2024

1 year

Reddit Sentiment and Community Analysis

Conducted an in-depth analysis of community detection within social graphs derived from Reddit posts about the Israeli-Palestinian conflict.

Jan 2023 - Dec 2023

1 year

Llama2 ConceptARC Test

Evaluated Llama2-13B with ConceptARC to assess the analogical reasoning capabilities of the large language model.

Jan 2022 - Dec 2022

1 year

A Computational Approach to Homans Social Exchange Theory

Physica A: Statistical Mechanics and its Applications, 597, 127263.
Developed computational models based on Homans’ social exchange theory to analyze the effects of memory, values, and interactions on group formation.
Simulated agent-based exchanges to investigate sociological patterns.

Jan 2022 - Dec 2022

1 year

Effect of Hidden Variables in Inverse Statistical Physics

Examined time series data from financial markets to quantify the impact of hidden nodes in large networks, such as Stock Correlation Networks, utilizing the Inverse Ising Model.

Jan 2022 - Dec 2022

1 year

Predicting Pulsar Stars

Developed a model to classify pulsar stars from radio signal data.
Applied advanced feature engineering and supervised algorithms to achieve high prediction precision.

Industry Experience

See where this freelancer has spent most of their professional time.

Experienced in Information Technology, Healthcare, Education, Banking and Finance, and Space Exploration.

Information Technology

Healthcare

Education

Banking and Finance

Space Exploration

Business Area Experience

See which departments and functions this freelancer has contributed to most.

Experienced in Research and Development, Information Technology, and Business Intelligence.

Research and Development

Information Technology

Business Intelligence

Summary

As a master’s graduate in Data Science, specialized in Deep Learning, Image Processing and Natural Language Processing, I am Seeking positions in which I can develop my skills and contribute to innovative and real-world projects using my technical skills.

Skills

Programming Languages: Python, R, Sql, C/c++, Vba, Mathematica
Libraries And Frameworks: Fairseq, Pytorch, Tensorflow, Keras, Pandas, Numpy, Matplotlib, Scikit-learn
Tools: Git, Latex
Musical Instruments: Piano, Ukulele, Santoor, Harmonica
Soft Skills: Technical Adaptability, Critical Thinking, Communication, Team Work

Languages

Persian

Native

English

Advanced

Italian

Elementary

Education

Oct 2022 - Sep 2025

University of Padova

Master of Science · Data Science (Cognitive, Social, and Economic Data Analytics) · Padua, Italy

Sep 2020 - Sep 2022

Shahid Beheshti University

Master of Science · Physics (Statistical Physics & Complex Systems) · Tehran, Iran, Islamic Republic of

Sep 2015 - Aug 2020

Sharif University of Technology

Bachelor of Science · Physics · Tehran, Iran, Islamic Republic of

Statistics

Experience

Total positions 7

Experience in Information Technology 3 y

Avg length 11 m

Longest experience 11 m

Expertise

Recent roles Unsupervised Extractive Summarization Using Hierarchical Transformers (Master’s Thesis), Lung Disease Prediction from X-ray Images, Reddit Sentiment and Community Analysis

Main industries Information Technology, Healthcare, Education

Main business areas Research and Development, Information Technology, Business Intelligence

Qualifications

Highest degree Master

Profile

Created

November 2025

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Frequently asked questions

Do you have questions? Here you can find further information.

Where is Ramtin based?

Ramtin is based in Padua, Italy.

What languages does Ramtin speak?

Ramtin speaks the following languages: Persian (Native), English (Advanced), Italian (Elementary).

How many years of experience does Ramtin have?

Ramtin has at least 4 years of experience. During this time, Ramtin has worked in at least 7 different roles. The average length of individual experience is 1 year and 7 months. Note that Ramtin may not have shared all experience and actually has more experience.

What roles would Ramtin be best suited for?

Based on recent experience, Ramtin would be well-suited for roles such as: Unsupervised Extractive Summarization Using Hierarchical Transformers (Master’s Thesis), Lung Disease Prediction from X-ray Images, Reddit Sentiment and Community Analysis.

What is Ramtin's latest experience?

Ramtin's most recent position is Unsupervised Extractive Summarization Using Hierarchical Transformers (Master’s Thesis).

Which industries is Ramtin most experienced in?

Ramtin is most experienced in industries like Information Technology, Healthcare, and Education. Ramtin also has some experience in Banking and Finance and Space Exploration.

Which business areas is Ramtin most experienced in?

Ramtin is most experienced in business areas like Research and Development, Information Technology, and Business Intelligence.

What is Ramtin's education?

Ramtin holds a Master in Data Science (Cognitive, Social, and Economic Data Analytics) from University of Padova, a Master in Physics (Statistical Physics & Complex Systems) from Shahid Beheshti University and a Bachelor in Physics from Sharif University of Technology.

What is the availability of Ramtin?

Ramtin is immediately available full-time for suitable projects.

What is the rate of Ramtin?

Ramtin's rate depends on the specific project requirements. Please use the Meet button on the profile to schedule a meeting and discuss the details.

How to hire Ramtin?

To hire Ramtin, click the Meet button on the profile to request a meeting and discuss your project needs.

Average rates for similar positions

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Market avg: 370-530 €

The rates shown represent the typical market range for freelancers in this position based on recent contracts on our platform.

Actual rates may vary depending on seniority level, experience, skill specialization, project complexity, and engagement length.

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