
About me
Welcome to my personal website!
My name is Pedram Darestani and I am also known as Logan. I enjoy working with data and designing and implementing software that can do what only humans could previously do. This desire led me to obtain two masters degrees:
MSc of Data Science
MSc of Artificial Intelligence
Combining my academic knowledge with about 4 years of experience as a Software Developer, I posses the right tools and skills to make a change in many environments.
Project Examples
Customer Churn Prediction
Predicting whether or not subscriptions on a video stream platform will churn. This can help platform managers assess current and future plans to keep and gain more viewers. GitHub
Credit Card Fraud Detection
Using the power of Machine Learning and AI to identify fraudulent credit card transactions to minimize financial damage to customers. GitHub
Life Expectancy Prediction
Exploratory data analysis on personally curated dataset on life expectancy of different countries over the course of 15 years. GitHub
Recommendation Systems
Creation and orchestration of a RAG powered movie recommender system that recommends movies to users based on what topics they like to watch. GitHub
Sentiment Analysis
Analysis of the sentiments of users who purchased beauty products from Amazon during 2023 based on their reviews, in order to understand product performance and user preferences. GitHub
Healthsformer
Synthetic sequential healthcare data generation using transformers to provide the public with valuable healthcare information without compromising patient privacy. GitHub
Tools in my toolbox
Software Development
AWS Cloud Platform, Python, R, Rust, Git, Docker, Databases, MySQL, SQL, MongoDB, NoSQL, ELT, FastAPI, APIs, Airflow, Testing, Automation, Data Governance
Artificial Intelligence and Data Science
Numpy, Pandas, Scikit-Learn, XGBoost, PySpark, PyTorch, Keras, Tensorflow, Transformers, vLLM, Deep learning, Data Mining, Supervised, Unsupervised, and Reinforcement Learning
Data Visualization
Tableau, Matplotlib, Seaborn, Plotly, Interactive Dashboards