Aarshee Mishra

Machine Learning Engineer

Seattle, Washington, United States7 yrs 10 mos experience
Most Likely To SwitchHighly Stable

Key Highlights

  • Expert in designing machine learning algorithms for healthcare.
  • Focused on machine learning fairness and bias reduction.
  • Innovative solutions for accessibility using reinforcement learning.
Stackforce AI infers this person is a Machine Learning Engineer with a focus on Healthcare and Accessibility solutions.

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Skills

Core Skills

Machine LearningAlgorithmsReinforcement Learning

Other Skills

Algorithm DesignAndroidApproximation AlgorithmsCC++Deep LearningElectrical EngineeringGitGraphical ModelsHTMLInformation RetrievalJavaKerasLaTeXMatlab

About

The two core values closest to my heart are discipline and self-improvement. First one stems from the belief that consistency beats talent, luck, good intentions and even any quality. My obsession with self-improvement is the reason why I am interested in Machine Learning(ML). While learning from our mistakes comes naturally to us, it is hard to program machines to do so. ML presents a framework for machines to reflect and improve behaviour without any explicit programming. ML is a broad field, but I am specifically interested in using its potential to make an impact on people's lives. Applying ML in real life brings a whole new paradigm of issues such as: 1. If machines are only able to learn by trial and error, how can we use them in critical domains? One such instance could be healthcare, where every mistake is expensive. Working on this problem I designed an algorithm where the machine can learn good behaviour policies just by observing past data from humans. 2. We often believe that decision making processes with machines should be more unbiased compared to their human counterpart. Recent research shows that machines can discriminate against particular demographics. As of now, I am working with Prof. Przemyslaw Grabowicz on the topic of machine learning fairness. 3. As machines get more self-reliant one natural question that arises is how can we use them to improve our quality of life. Working with Microsoft I have designed algorithms to help people with limited mobility to play games using Reinforcement Learning.

Experience

Apple

Machine Learning Engineer

Jul 2021Present · 4 yrs 8 mos · Seattle, Washington, United States

Machine LearningAlgorithmsPythonReinforcement Learning

Samsung mobile

Senior Software Engineer

Jun 2016Aug 2019 · 3 yrs 2 mos · Bengaluru Area, India

Education

Manning College of Information and Computer Sciences, UMass Amherst

Master of Science - MS — Computer Science

Jan 2019Jan 2021

Indian Institute of Technology, Kanpur

Bachelor of Technology (B.Tech.) — Electrical Engineering

Jan 2012Jan 2016

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