Umar Ayub

Umar Ayub Email and Phone Number

ML/AI Engineer @ Kohl's
Umar Ayub's Location
Los Angeles Metropolitan Area, United States, United States
Umar Ayub's Contact Details

Umar Ayub personal email

n/a
About Umar Ayub

Experienced data science professional and entrepreneur

Umar Ayub's Current Company Details
Kohl's

Kohl'S

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ML/AI Engineer
Umar Ayub Work Experience Details
  • Kohl'S
    Senior Machine Learning Engineer
    Kohl'S Feb 2023 - Present
    Menomonee Falls, Wisconsin, Us
    MLE at Kohls. Worked on deploying a wide variety of search and product recommendations use cases. Built MLE infrastructure using Vertex AI, Kubeflow Pipelines, Airflow pipelines as well as Vector/Embeddings retrieval use cases. Managed full ML lifecycle as well as CICD, Deployment, Testing and Monitoring of multiple solutions. Worked with various stakeholders in maintaining and advancing and testing new algorithms / use cases accros kohls.com such as Homepage Recommendations, Product Recommendations, Customers Also Viewed, Frequently Bought Togeteher etc.
  • Accenture
    Machine Learning Engineer Specialist
    Accenture Jul 2022 - Feb 2023
    Dublin 2, Ie
    Served a wide variety of HR and Talent Supply clients by implementing MLOps best practices and frameworks using GCP's Vertex AI and Cloud Composer as well as Azure Machine Learning and Azure DevOps. Focus of engagement was primarily in MLOps which included Data Preparation, Training/Deploying, Explainable AI, Recommendation Engines, Model Management and Model Monitoring. Acted as SME and trained other data scientists on best practices for utilizing MLOps in the enterprise as well as improving model quality.
  • Accenture
    Data Science Consultant
    Accenture Jul 2021 - Feb 2023
    Dublin 2, Ie
    Consulted Oil and Gas clients on marketing models such as Market Mix Models as well as Chemical industry clients in search based recommendation engines. Built ETL pipelines to industrialize data engineering processes. Utilized Azure Data Factory and Azure Machine Learning as part of engagement.
  • Grainger
    Data Scientist
    Grainger Jul 2019 - Jul 2021
    Lake Forest, Illinois, Us
    Built search and Information retrieval production grade infrastructure using Machine Learning and Natural Language Processing. Solutions delivered include:Category Prediction for search engine backend Typeahead (results shown on the search bar when people visit Grainger.com)Approximate Matching / Semantic Search capabilities to address long tail search queriesTools utilized include: Python, Airflow, AWS, Snowflake, Docker, Kubernetes, Helm Charts, Prometheus, Grafana
  • Hub Ai
    Co-Founder
    Hub Ai May 2018 - May 2020
    https://hubai.coAn AI solutions company in healthcare. Designing affordable and autonomous solutions to drive mass scale screening of preventible diseases
  • Duke University
    Research Engineer In Machine Learning And Statistics
    Duke University Mar 2018 - May 2019
    Durham, North Carolina, Us
    Implemented deep learning algorithms utilizing CNNs and RNNs for video time series data to extract scientific metrics autonomously via classification, segmentation, and tracking of objects. Designed pose estimation deep learning algorithms and variational autoencoders to cluster animal behavior and study neural basis of movement behaviorImplemented high performance computing workflows for training and deploying deep learning models (Cloud Graphical Processing Units, Cloud Tensor Processing Units) for faster training of models, using Google Cloud, Tensorflow, Keras, Python, Matlab.
  • Unitedhealth Group
    Technology Developement Program
    Unitedhealth Group May 2017 - Aug 2017
    Us
    Designed and developed two products in an agile workspace to help solve The Opioid Epidemic Developed a Java Swing application with a patent pending idea to identify potential Opioid abusers.Developed a Data Analytics tool using JavaScript (jQuery and AJAX) on a website designed using HTML and CSS targeted towards government officials and heads of care delivery organizations. Analyzed and documented requirements, conducted market research, created use cases, and designed the UI/UX of the products that were selected to showcase to interns across the country.Placed 2nd amongst 10 teams that participated in the final Shark Tank style presentation.Interacted with the following people for ideas and feedback to ensure that that the products benefit the potential users - • CIO of NC Department of Health and Human Services (DHHS) • Former Secretary of the NC DHHS • Former Deputy Director of NC Division of Substance Abuse Services • Doctors and Pharmacists
  • Harrick Plasma
    Technical Literature And Databases
    Harrick Plasma May 2016 - Aug 2016
    Managed the primary literature database for Harrick Plasma where I consolidated the use of their technology and prepared business development reports and white papers on different ways their technology was being used by researchers to drive new business growth.
  • Cornell University
    Undergraduate Teaching Assistant
    Cornell University Jan 2015 - Jan 2016
    Ithaca, Ny, Us
    Teaching Assistant to Professor James Blankenship for Principles of Biochemistry (BIOMG 3300) Course
  • National Institutes Of Health
    Student Researcher - Amgen Scholar
    National Institutes Of Health May 2015 - Aug 2015
    Bethesda, Md, Us
    Researched and designed a novel algorithmic tool for autonomously clustering clinical symptoms of patients with Irritable Bowel Syndromes, and Hypereosinophilic disorders. Presented research in front of NIH leadership and Amgen Scholars Conference.

Umar Ayub Skills

Research Community Outreach Programming Data Analysis Community Service Public Speaking Leadership Public Relations Peer Mentoring Molecular Biology Python Higher Education Physical Chemistry Biotechnology Cell Biology Organic Chemistry Microsoft Office Microsoft Excel

Umar Ayub Education Details

  • Duke University
    Duke University
    Biomedical/Medical Engineering
  • Cornell University
    Cornell University
    Chemistry And Chemical Biology
  • Niles West High School
    Niles West High School
    High School/Secondary Diplomas And Certificates

Frequently Asked Questions about Umar Ayub

What company does Umar Ayub work for?

Umar Ayub works for Kohl's

What is Umar Ayub's role at the current company?

Umar Ayub's current role is ML/AI Engineer.

What is Umar Ayub's email address?

Umar Ayub's email address is um****@****ure.com

What schools did Umar Ayub attend?

Umar Ayub attended Duke University, Cornell University, Niles West High School.

What are some of Umar Ayub's interests?

Umar Ayub has interest in Insan Hakları Ve Sosyal Eylemler.

What skills is Umar Ayub known for?

Umar Ayub has skills like Research, Community Outreach, Programming, Data Analysis, Community Service, Public Speaking, Leadership, Public Relations, Peer Mentoring, Molecular Biology, Python, Higher Education.

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