mostafa-m-rezaee Goto Github PK

followers: 23.0 following: 31.0 repos: 35.0 gists: 0.0

Name: Mostafa M. Rezaee

Type: User

Company: Bowling Green State University

Bio: Data Science Ph.D. candidate | Research Assistant

Location: Toledo, Ohio, USA

Blog: www.mostafa-mr.com

Mostafa M. Rezaee

My brief CV

Data Science, PhD | AI Scientist
Internship: I did a summer internship at Sanofi, Cambridge, MA, focusing on Wearable Medical Devices. For my project, I developed a Python package to implement multiple algorithms and run diagnostics. Data preprocessing is also covered.
SaveBirds.app: www.SaveBirds.app is my Ph.D. project, a Data Science web application that helps manage 40,000 Protected Areas (PAs) across North America. SaveBirds fuels the US$75 billion wildlife-watching industry indirectly.
Bird Atlas Generator: Developed the first publicly available comprehensive Bird Atlas Generator of North American Breeding Bird Survey data which is available at SaveBirds.
Publications: 30 Publications including 9 Journal articles & 21 full conference papers. Moreover, 6 under-preparation journal articles are outlined at SaveBirds. All the publications are computational studies using modeling and simulation approaches.
Recommendations: Please see my LinkedIn recommendations.

Skills

Skills	Selected programming languages and Libraries
Deep Learning
Machine Learning
Python
R
SQL
Visualization
Editors
Git
Image Processing
Time Series Analysis
ArcGIS
Package Manager

Mostafa M. Rezaee's Projects

a_tool_to_convert_fasta_to_fastq

Upload your fasta file and receive its fastq format.

a_tool_to_convert_ipynb_to_html_in_colab

Using this tool you can convert your work in Colab to HTML and submit it as a report.

advance_mechatronics

MECH 6741: Mechatronics course (Master's level)

applied-ml

📚 Papers & articles of companies sharing their work on applied data science & machine learning.

awesome-generative-ai-guide

A one stop repository for generative AI research updates, interview resources, notebooks and much more!

awesome-project-ideas

Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas

bert

TensorFlow code and pre-trained models for BERT

computervision-recipes

Best Practices, code samples, and documentation for Computer Vision.

d2l-en

Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 300 universities from 55 countries including Stanford, MIT, Harvard, and Cambridge.

handle-imbalanced-data

Get familiar with various techniques to handle the imbalanced class.

# Bayesian Optimization In this example a bayesian framework is defined to tune hyperparameter of a CNN using hyperopt library developed https://github.com/hyperopt Bayesian optimization is a seuential model-based approach to solving problems. In particular, we prescribe a prior belief over the possible objective functions and then sequentially refine this model as data are observed via our updated beliefs-given data-on the likely ojective function we are optimizing. https://www.cs.ox.ac.uk/people/nando.defreitas/publications/BayesOptLoop.pdf This blog summarises bayesian optimization very thoroughly. https://medium.com/vantageai/bringing-back-the-time-spent-on-hyperparameter-tuning-with-bayesian-optimisation-2e21a3198afb The CNN is used to model fashion MNIST dataset.

image_processing

Image Processing

integratedrefined

In this repository the code that ensemble different REFINED approaches is provided.

islr-python

An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani, 2013): Python code

jupyter

Repository containing Jupyter Notebooks for most of the blog posts on my blog. For example, there are data visualization, data manipulation, and data analysis code examples in the Notebooks