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Browse project ideas by Polygence mentors
Creativity and Technology
Investigate the psychological mechanisms that drive creativity and technological innovations. The project will explore topics such as how personality traits, brain functions, and environmental influences shape creative processes. It may also examine the role of creativity in developing new products, fostering positive social interactions, improving mental health, and enhancing community cohesion.
Psychology, Social
Facial Recognition
Linear algebra is a very powerful branch of mathematics which computers are very good at. To a computer, a face is just a very big matrix of pixels, and you can compare faces by essentially turning that face into a vector and comparing the vectors in a huge-dimensional space. If you are good at coding, you can tweak this basic idea to write a pretty good facial recognition algorithm.
Physics, Math
Algebra of groupoids
Groupoids are a slight generalization of groups and they capture symmetries of most geometric objects. The algebraic theory of groups is known by just about every mathematician, and you can read all about it on Wikipedia. The algebraic theory of groupoids is known by very few. You could read about the theory of groups and see if you can find and prove analogous algebraic facts for groupoids.
Physics, Math
Why is there no quintic formula?
You've probably heard of the quadratic formula. Did you know there is a formula for the roots of degree 3 and degree 4 polynomials too? But not degree 5! The reason is very deep, and it is because polynomial roots have certain symmetries that allow you to find the formulas for their roots. It turns out that the symmetry group of degree 5 polynomials has properties to ensure that a formula is impossible, and you can actually prove it! This is a good place to start some research into how symmetry groups can help you find solutions to really complicated problems!
Physics, Math
Understanding immunodeficiencies and how to treat them
We tend to underestimate the importance of our immune system and really only realize it is there when we have a cold or something similar. However, some children are born without an immune system. This makes them very prone to any type of infection, and when they do get sick, it's a potentially life-threatening condition. Over the last decades, we have made much progress treating these patients. We can use stem cell transplants to cure the disease. Sometimes, we can even fix the problem in the patients own stem cells by using a technique called gene editing. This project will allow you to explore the world of immunodeficiences and current and potentially up and coming therapies!
Biology, Cancer
Understanding Your Maybe Fusion Future Through Plasmas Through Light
Explore a potential key to a sustainable future with technologies and how Python can help analyze big data sets to reveal their basic properties, such as temperature and composition. In this project, you might research magnetic reconnection and plasmoids. Also you might write code to process and interpret spectroscopic data, and gain valuable skills in programming and physics. The results could even contribute to a potential scientific publication. Along the way, you’ll discover more about the interaction between light and matter.
Engineering, Computer Science
Analyzing the Effects of Minimum Wage Increases on Local Employment
Description: Study how increases in the minimum wage affect local employment rates, particularly in industries like retail and food services. Skills/Knowledge: Learn how to conduct a difference-in-differences analysis and interpret results using statistical software. Process: Gather data from government labor reports, analyze the employment effects of minimum wage changes in different regions, and control for other economic factors. Outcome: Create a report or research paper that evaluates the potential effects of minimum wage increases on local job markets.
Statistics, Economics
AI engine for knowledge management in large organizations
A mature organization, such as large corporations, insurance companies, research labs, manufacturing companies, etc., typically gathers years of knowledge and information. This project is focused on creating a search engine that uses AI/ML methods such as natural language processing (NLP) and language models to manage and search through this vast amount of data. The student will : Learn about a common industry problem and its various aspects and considerations Learn about basic principles behind Natural Language Processing and Large Language Models and other AI tools Learn to use common AI/ML Python packages and libraries to implement the models Develop programming and coding skills The main outcome of this exercise would be a prototype in form of a working python-based application.
AI/ML
The diary of diseases: a narrative of human disease through case studies and everything we have left to learn
It is likely that you have at some point in your life known someone who has struggled with chronic illness. Perhaps you yourself may have had this experience. These experiences of disease are recorded for scientific investigation through case studies. Case studies provide us as researchers with a unique window into what diseases can do on a fundamental scientific level. In this project you will use case studies to examine a variety of human diseases. You will conduct primary literature review to document and understand the fundamental biological, genetic, and metabolic basis of these diseases in addition to the key diagnostics, treatment options, and prognosis that patients may face. Once you have conducted your research and identified new insights into the research being done and the discoveries being made, you will report your findings biweekly through a public blog. This blog will share the narrative of chronic illness through the stories of patients who experience them while addressing the findings and developments being made at the forefront of science to address these diseases. This blog will be accessible to the general public, giving you the opportunity to share your unique insight with the general public, better informing the public of the state of research surrounding chronic disease in the world around them through the context of patients who are living with these diseases. This project will allow you the opportunity to examine a variety of diseases and the vast span of scientific knowledge in the field of translational medicine. Through this project you will build skills in complex problem solving, literature analysis, critical thinking, scientific communication, project management, and scientific inquiry. Additionally, you will explore the fields of genetics, medicine, biochemistry, physiology, chemistry, and pharmacology. As a researcher with over six years of experience in the field of chemistry and biochemistry as well as a background in english and literary analysis I will guide you as you develop your project exploring the intersectionality of translational medicine and the lived patient experience through the lens of chronic disease.
Biology, Chemistry
What we do not know about ourselves: cryptic metabolism
You may feel like you know all that there is to know about yourself; however, you would be wrong. Everyday unexplained and unknown metabolism occurs within your own body. Have you ever considered that there are trillions of cells living inside you? These cells include bacteria that live in your gut microbiome. On a deeper level, have you considered how this bacteria may be producing unique compounds (called metabolites) each with the potential to have different and unknown outcomes on your health, lifespan, and even neurological function? In this project you will examine the scientific frontier of the human gut microbiome and its intersectionality with human health, aging, and disease states. You will conduct a primary literature search to identify previously unknown compounds that may be created by unique gut bacteria living inside you. You will examine the roles of these compounds and identify the potential for them to unlock never before recognized impacts on the human body through uncharacterized metabolic pathways. You will develop skills in biochemistry, genetics, and microbiology. Upon the completion of this project you will have a strong background in human metabolism, human disease states and therapeutics, and healthy aging and longevity. You will learn how to think critically, how to develop and investigate scientific questions, and ultimately how to communicate your knowledge and skills through a formal written literature review. Each of these skills will serve as fundamental building blocks in the foundations of your scientific education to be built on as you advance your career. As a mentor I can provide you with scientific insight to assist you as you develop this project. I have spent over six years in the field of biochemistry and the gut microbiome developing an expertise in how to best address the most relevant and exciting questions in the field. Through this project will write and publish a formal scientific literature review to share your own exciting findings and unique perspective with other scientists in the field. In this way you will directly contribute to the new and exciting work being conducted within the field, addressing pressing questions and moving the frontier of science forward!
Biology, Chemistry