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Aashvi Manakiwala

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ABOUT ME

Hey! I'm Aashvi Manakwala. I'm currently a rising third-year studying computer science at the University of Pennsylvania. I love exploring emerging technologies with the hope of harnessing them to improve the world. I also enjoy painting, traveling, and meditating!

Contact me!

About

Math

South Brunswick High School​

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  • Honors Algebra II

  • AP Calculus AB/BC

  • Multivariable Calculus

  • Linear Algebra

  • Differential Equations

  • Complex Analysis

​

UPenn​​​

  • Math 114 (Multivariable Calc)

  • Math 240 (Linear Algebra)

Computer Science

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South Brunswick High School

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  • Intro to Computer Science

  • AP Computer Science A

  • Android Application Development

  • Data Structures

  • VR and Game Design

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UPenn

  • CIS 120 (Programming languages and techniques) 

  • CIS 160 (Discrete Math)

  • CIS 121 (Data Structures and Algorithms)

  • CIS 262 (Automata, Computability, Complexity)

  • CIS 240 (Intro to Computer Systems)

  • NETS 212 (Cloud Computing and Scalability)

  • CIS 320 (Intro to Algorithms)

  • CIS 521 (Artificial Intelligence)

  • CIS 550 (Database and Information Systems)

  • CIS 545 (Big Data)

Sciences

South Brunswick High School​

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  • Honors Chemistry

  • AP Chemistry

  • AP Physics 1&2

  • AP Physics C

  • Honors Biology

  • Modern Physics

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UPenn

  • COGS 1001 (Introduction to Cognitive Science) 

  • BIBB 249 (Cognitive Neuroscience)

Courses

<Skills/>

Programming languages: Java, Python, C#, R, Javascript, HTML, CSS​​
  • AI/ML
    • Creating neural networks
    • Image recognition
    • Reinforcement learning
    • Rational Agents
  • Data analytics
    • Learning python and Jupyter Notebook, previously used R
    • Web scraping and parsing json files to collect data
    • Predictive models (linear and logistic regression, tree model) ​
    • Visualization with matplotlib
    • Feature engineering
  • Frontend​
    • React​
    • HTML, CSS, AJAX, Bootstrap
  • Backend/Cloud Computing​
    • AWS Cloud Practitioner Certification​
    • AWS DynamoDB, Apache Spark, Amazon Elastic MapReduce
    • Node.js
    • jQuery
    • Flask
  • Mobile app development with Android Studio
    • Creating and programming layouts​, threading, using APIs, SMS, GPS
  • Unity
    • Game development​​​​​
    • Used ML Agents
  • Qiskit (Quantum computing)​
Skills

Experiences

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Munich Re

- Working on alitheia, a tool to automate risk assessment for life insurance.

- Building an automated back-testing framework to calculate success metrics of client retro data on recent versions of the

product. This aims to give clients insights into their benefits through alitheia. The tool also allows one to simulate outcomes

from custom changes in the logic. 

- Using large language models to standardize third party text data. 

CHILDREN's Hospital of Philadelphia

I'm working on a project to diagnose autism in children using physiological biomarkers during social interactions. Various machine learning algorithms are used to analyze metrics such as head movement and eye contact. Some of my contributions are:
- Extracted head dynamic information from videos and preprocessed this data
- Annotated thousands of videos for an eye contact detection project
- Worked on
published paper, "Head Movement Patterns during Face-to-Face Conversations Vary with Age"

- Building end to end software pipeline to extract relevant computer vision data from experimental video 

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National University of Singapore

My research tackled the issue of human error in pharmaceutical medication dispensing. In my project, I worked on:
- A deep learning model to classify medications
- A Flask application to scan medications, run it in the above model, and display results
- A physical rig to scan pills in optimal lighting and background

- See report

- See code

Projects

Side Projects

Featured
Barbie Facebook

Created a barbie themed replica of Facebook. Features included: friends, home wall, feed, posting, commenting, and a page rank powered newsfeed

SEC Financial
Data Interactive Dashboard

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Used complex SQL queries to filter search through SEC financial data and compute aggregated metrics.

Health Population and 
Nutrition Data Analysis

Created linear regression, random forest, and SVM models to show relationship between GDP and health, population, and nutrition metrics of countries.

Cloud/Web
Ted Talks

Augmented TED talk data with Twitter data to give each talk a “social id” + created full stack app that displays 15 TED talks given a user keyword.
Skills: DynamoDB, Apache Spark, Node.js, HTML/CSS/Bootstrap

Created a multi-page site where users pin their favorite restaurants on a public map and add descriptions. Updates in realtime. Includes user authentication and sign up. 
Skills: Google Maps API, DynamoDB, AJAX, Node.js, HTML/CSS/Bootstrap

SocialRank

Implemented a pagerank algorithm on social network data. Skills: Apache Spark, Amazon Elastic MapReduce

Android Apps
Weather app

This gives the current weather and the 5 day forecast based on zip code using OpenWeather API

Weather app
ListView Project

Practice using list views, horizontal layouts, and bundles by displaying a editable list of Marvel heroes

Egg Clicker

This is based on the game "Cookie clicker" but with eggs 

Egg Clicker
Calculator 

A four function calculator with trig and log functions, as well as storage of previous equations

Lifestyle App

This allows users to improve and keep track of their body and diet by suggesting workouts and using Edimam API to filter healthy recipes. 

Lifestyle App
Text Messaging

An "asking out" SMS chatbot as a prank

Text Messaging
GPS

A GPS app displaying longitude, latitude, city, and meters travelled

AI/ML
Titanic Prediction

Using a titanic dataset of the passengers' survival, class, gender, age, etc. this predicts whether a passenger would survive

Airbnb

Practiced with linear and logistic and regression, as well as tree models by applying it to Airbnb dataset

eBay

Applied models on eBay dataset to predict sales based on factors such as price and condition, visualized results

Number Recognition

Trained a model using Tensorflow that identifies handwritten numbers from MNIST dataset

OpenAI Gym:
Lunar Lander

 

Used reinforcement learning model to train a lunar lander to land on its landing pad 

Unity
Chicken Brick Cannon

A basic Unity project that shoots chickens at a brick wall

Chicken Brick Cannon
Sword Guy

An arcade-style sword fighting game on Unity

ML Agents

Uses imitation learning to move an agent to its "food"

Java Projects
Maze
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A maze game hard coded in Java. Can toggle between 2D and 3D view and keep track of visited paths.

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Julia Set

A Java app that draws out the recursion based Julia Set to form beautiful, changeable crystal patterns

Text Pad

A  Java based note-taking app

Music Box

A Java music app with songs created from a matrix of notes

Super List

A hard coded Java version of the linked list data structure

Minesweeper

Recreated minesweeper entirely from Java

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Tree Task

A hard coded Java version of the Tree data structure

Articles

Articles

The Puzzle of Existence
The Puzzle of Existence
Quantum Computing: it's pretty quark-y
Quantum Computing: it's pretty quark-y
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Shor's Algorithm (Shor to blow your mind)
ShorsAlgorithm.jpg
Shor's Algorithm (Shor to blow your mind)

Pitching/Consulting

Helping the United Nations empower women with tech skills
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Through The Knowledge Society (TKS), I had the wonderful opportunity of creating a proposal for the United Nations that increases womens’ access and influence over digital skills. My team and I designed a program that trains women in Dharavi, India (Asia’s largest slum) to gain an AWS Cloud Practitioner Certification. After our students complete this course, they will have the option to work for the branch of our program that provides cloud management services to external clients. In essence, the program not only gives women skills and salaries but also leaves a lasting impact due to its self-sustaining financial design. In addition to extensive research, my team and I also contacted nonprofit leaders and women in Dharavi to truly understand the location and gain their perspective on our solution..

Our proposal has been selected out of around 150 others to be sent to the United Nations for review and potential implementation.

Edukos - Digital Inclusion Challenge Top 10 (of 650)

After observing the lack of student engagement following remote learning, my team and I decided to change up the way education is delivered by designing a project based learning platform. Edukos is a way for students to manifest their curiosity through the process of exploring and devising solutions to real world problems. Projects are pertinent to relevant social issues/real world applications and can also be customizable by the teacher.

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RAMP - Best application of AI | TKS AI Hackathon (of 108)

 Wildfires are a huge issue in the West Coast, as well as other places in the world and will only grow with climate change. We decided to predict the motion of this high dimensional problem using deep learning - and the Realtime AI Movement Predictor was born. While it is still in a prototype stage now, we hope to improve it in the future!

Asfalis

Asfalis is a business concept me team and I created last year to tackle the prevalent issue of drug overdosage. We designed a locked pill bottle that connects to an app on the user's phone to give reminders for when to take the pill, as well as how much is remaining and when the bottle is next scheduled to unlock. Through this formative journey, our pitch reached the Diamond Challenge semifinals and Blue Ocean top 100.

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Experiences
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