Working with students on labs and homework. Focusing on the basic machine learning principles and foundations.

Assist students in major subjects like Data Structures and Algorithms and Matrix Algebra.

Leverage GEDI and Sentinental-2 data for the analysis and prediction of various tree and canopy heights. Involves acquiring GEDI data and subsequently partitioning it into training and testing datasets, which will be supplemented with image data for the computation of a scalar value representing tree and canopy height. Working with image data and the conversion of such data into vector formats. Utilized QGIS software to apply bands onto GEDI and Sentinental-2 images and preprocess the data. Obtained GEDI and Sentinental-2 images through Google Earth Engine. Utilize python to build neural networks using Keras and Pytorch libraries. Create a model that takes GEDI data as the feature input and ETH Global Canopy Height 2020 as the ground truth.

Developing a drawing task that evaluate and track disease severity for degenerative cervical myelopathy, which is chronic compression of the cervical spinal cord. Utilizing SwiftUI programming to do develop the design and basic functionality of the drawing task. User outlines an object with its finger, which records the exact points along with timestamps using Bezier curves. Using the data to convert to polynomial equations to produce a score. Create a tutorial-based page for the user to understand the drawing task and page which hand is being tested on the drawing task.

Created UML and DDL diagrams to illustrate a mobile application will work. Utilized PowerBi to clean, understand, and make inferences about the data. Call ChatGPT API for the application in JavaScript to run functions. Learned how to use ChatGPT API in Python

Trained and deployed machine learning models using Python and Alteryx Workflow. Sentiment Analysis and Topic Modeling models were used for my project. Included data preprocessing, bag of words algorithm, supervised and unsupervised learning, and presented results onto PowerBI.

My tasks were grading homework and classwork of students. Also, I helped students in mathematics and reading.

My responsibilities were to stock the shelves and ring up the customers. Making sure that customer found the product(s) they are looking for. Also, assisted with co-workers and customers if needed.