Moseli Mots'oehli's Portfolio
2022-10-26
This page holds my portfolio of evidence, towards Ph.D candidacy in Computer Science. My research focuses on image classification, in particular, active learning in the presence of label noise. My ultimate goal is to improve state of the art methods on current benchmarks in this domain, then go on to implement these methods in products with large scale impact.
Statement of Purpose
Core Competency
Literature Review
Publications
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Mblesse - Localized Ideas, Information and Resources on college campuses
2022-04-25
Mblessse is a hub that allows college students to localize ideas, event information and resources that are either scattered all over the internet, or clustered within campus cliques and hence had to find per college.
React.Js
MongoDB
SemanticUi
Meteor
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Mblesse - Global Airtime topup web application
2021-05-18
Being from Lesotho and studying in America, I found it rather annoying that I couldn't get friends and family back home airtime top-up. So I decided to quickly build a web app to facilitate this and uses Paypal for the payments service.
React.Js
SemanticUi
Meteor
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Doortectron - Cheap dorm intruder detection using computer vision
2020-07-18
So as a pet project I decided to build an image based intruder alert system for my dorm room (LOL). Things it can detect are door, opening, chair and person. Also sends you an email with the intruder's picture as they open the door.
Pytorch
Detectron2
OpenCV
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Bowride - A ride sharing app
2020-05-15
Bowride is a website that will allow users to organize carpools with other members of the UH community. Users can sign up to be a driver or rider, and drivers can search for riders that are most convenient to/from campus. This was a group effort for the ICS314 (Software engineering) final project.
Meteor
React
Semantic-ui
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Wells Fargo Campus Analytics Challenge Natural Language Processing
2019-12-01
In this project, A framework for approximating known hierachical clustering algorithms using machine learning for topic modelling is presented.
Python
NLP
R
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Siamese LSTM for sentence similarity
2019-11-12
The final model implemented is Siamese LSTM to classify pairs of sentences as either the same question or different. the model is then used in a Unity VR app to help students improve on their presentation skills. This was for the ICS685 project.
Unity
Python
Keras
flask
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Bidirectional LSTM for summarization
2017-07-01
A bidirectional encoder-decoder LSTM neural network is trained for text summarization on the cnn/dailymail dataset.
NLP
Python
keras
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