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EhsanGharibNezhad/README.md

Hi πŸ‘‹, I'm Sam

Machine Learning and Computer Vision Scientist. I Help engineers and scientists across the center to deliver impactful solutions by building ML/DL models and Computer Vision piplines

πŸ’» πŸ’Ό About Me :

Hello and welcome!

I am an ML Scientist at NASA with 5+ years of expertise in AI/ML algorithm design and deployment. I excel in developing advanced machine learning and neural network models for processing and analyzing images and time series data. I work closely with engineers and scientists across the organization to deliver impactful and innovative solutions in space and engineering technologies.

I love how machine learning has leveraged our life. Over the past four years after my PhD, I had this great opportunity to work on a variety of exciting projects ranging from deploying and training ML models, analyzing telescope datasets to visializating the findings and reporting them to technical and non-technical audiance. This way I share the joy of having insights driven from the data with others.

Connect with me:

nielsencv_ai nicolaiai NASA

Languages and Tools:

aws c cplusplus flask git javascript linux matlab nodejs opencv pandas python pytorch react scikit_learn seaborn tensorflow

Key Roles and Acheivements:

  • Led research programs to develop and deploy ML/DL models techniques with ML publications

TelescopeML PyPI Software: πŸ“¦ PyPI
Key developer; Implimenting CNN models, enhancing the analysis of telescope data for scientists. Including:

  • Raised $1.7 million for data processing and analysis from US space missions.
  • Experienced in simplifying complex problems and collaborating with cross-functional teams to leverage products.
  • Holds a Ph.D. with a dissertation utilizing advanced statistical models and developed Python codes.

πŸ’Ό Projects:

Project Techniques Data Type Preview
COVID-19 Reddit Post Classifier
Developed a binary classification model to categorize Reddit posts related to the COVID-19 pandemic, benchmarking various machine learning algorithms.
XGBoost, SVM, Random Forest, kNN, Feature Engineering, Hyperparameter Tuning, Cross-Validation Text Data, NLP, Social Media Posts COVID-19 Reddit Post Classifier
DNA Sequencing Classification System
Implemented a multi-class classification system to accurately identify and label seven DNA gene families using machine learning techniques.
Random Forest, Deep Neural Networks (DNN), Genetic Algorithms, Feature Selection, Model Evaluation Genomic Data, DNA Sequences, Bioinformatics DNA Sequencing Classification System
Housing Price Prediction Model
Developed a regression model to predict housing prices, utilizing various feature engineering techniques to enhance model accuracy.
Linear Regression, Feature Engineering, Data Preprocessing, Model Evaluation, Statistical Analysis Tabular Data, Real Estate Data, Housing Market Housing Price Prediction Model
American Sign Language Alphabet Classifier
Built a convolutional neural network (CNN) model to classify and recognize American Sign Language (ASL) alphabet gestures from images.
CNN, Transfer Learning, Data Augmentation, Model Fine-tuning Image Data, Gesture Recognition American Sign Language Alphabet Classifier
Automated Wafer Defect Detection and Pattern Recognition Using Deep Learning
Developed a deep learning-based framework for automated defect detection and pattern recognition in semiconductor wafer images, achieving 98% accuracy and 93% precision.
AutoEncoder CNNs, PyTorch, Data Augmentation, Bayesian Optimization High-resolution Wafer Images, Semiconductor Data Wafer Defect Detection

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  1. EhsanGharibNezhad.github.io EhsanGharibNezhad.github.io Public

    Forked from astrosites/template

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