Manuel Rodriguez

Manuel Rodriguez Email and Phone Number

Machine Learning Engineer, Generative AI @ Qualcomm
Miami, FL, US
Manuel Rodriguez's Location
Miami, Florida, United States, United States
About Manuel Rodriguez

Hello! My name is Manuel Rodriguez, I'm a Cuban American originally from Miami, Florida and I am currently a student at California Institute of Technology (Caltech) and I am majoring in pure Computer Science with a concentration in Machine Learning and Computer Vision. In my schoolwork, research position, and start up in Quantitative Finance, I have delved into machine learning models for time series forecasting as well as general deep learning models and architectures like Long Short Term Memory models, Gradient Boosted Decision Tree models, and Transformer-based models like PatchTST (Time Series Transformer) and Google's ViT (Vision Transformer). I have also helped drive improvements and optimizations to large (over 100,000 lines) codebases during my two summers as Software Engineer Intern at Amazon focusing on Full-Stack development in React/Redux Javascript frontends and Java/Python backend systems.~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~I am dedicated to improving skills through hands-on learning and development work and pride myself in being well-organized and collaborative while seeking out opportunities to grow.If you'd like to connect about an opportunity or would like to find out more about my Resume, feel free to Direct Message me.

Manuel Rodriguez's Current Company Details
Qualcomm

Qualcomm

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Machine Learning Engineer, Generative AI
Miami, FL, US
Employees:
1645
Manuel Rodriguez Work Experience Details
  • Qualcomm
    Machine Learning Engineer, Generative Ai
    Qualcomm
    Miami, Fl, Us
  • Stealth Startup
    Co-Founder, Machine Learning Developer
    Stealth Startup Mar 2024 - Present
    Pasadena, California, United States
    - Researcher and founder at Caltech fund focused on long-short public equity trading strategies.- Beat market returns by training a machine learning classifier using news sentiment embeddings and cosine similarity with average annualized alpha ranging from +12% to +21%. Received $100,000 in funding.- Implemented FinancialBert for sentiment analysis as well as Time Series Transformers, and LSTM models for time series forecasting.
  • Caltech
    Machine Learning Researcher @ Autonomous Robotics And Control Lab (Arcl)
    Caltech Mar 2024 - Present
    Pasadena, California, United States
    - Trained GPT, LLM, Transformer, and CNN models for classifying signals from EEG imaging.- Pruned model post-training by removing low impact weights and mixed EEG processing foundation models.- Improved model efficiency by 5x through model pruning and achieved record accuracy in lab of 90%.
  • Amazon
    Software Engineer
    Amazon Jun 2024 - Sep 2024
    Seattle, Washington, United States
    - Sole code contributor. Changes applied to production across a dozen packages containing > 100,000 lines of code. - Built React/Redux components and updated RESTful APIs in Java taking in Amazon ION content to support website traffic and singular Config requests for the Ownership business logic management feature of Amazon’s financial ledger system (FLARE).- Improved efficiency by removing 1 hour from each Ownership request, saving users 90 min/day (on avg.).
  • Amazon
    Software Development Engineer
    Amazon Jun 2023 - Sep 2023
    Seattle, Washington, United States
    - Sole code contributor and changes applied to production on intern exit.- Developed a Full Stack React Web application with Node.js and SQLite to process and display Amazon ION content (> 100 Gb file size) from regression runs of Amazon’s financial ledger engine (FLARE).- Improved efficiency of load and query times from 3 hours to 8 seconds by creating a SQLite database index using Web Assembly and a Virtual File System for efficient retrieval.

Manuel Rodriguez Education Details

Frequently Asked Questions about Manuel Rodriguez

What company does Manuel Rodriguez work for?

Manuel Rodriguez works for Qualcomm

What is Manuel Rodriguez's role at the current company?

Manuel Rodriguez's current role is Machine Learning Engineer, Generative AI.

What schools did Manuel Rodriguez attend?

Manuel Rodriguez attended Caltech.

Not the Manuel Rodriguez you were looking for?

  • Manuel Rodriguez

    South San Francisco, Ca
    6
    mba.berkeley.edu, aol.com, guitars-m-r-sons.com, gene.com, gene.com, gene.com

    2 +120972XXXXX

  • Manuel Rodriguez

    Harvard Mpa • Humanitarian Aid Worker • Director • Operations Manager • Management Consultant • Translator • Project Manager • International Community Development Specialist • Mentor
    Cambridge, Ma
  • Manuel Rodriguez

    Director Of Diversity, Equity, And Belonging At St Andrew’S Episcopal
    Baltimore, Md
    1
    friendsbalt.org
  • Manuel Rodriguez

    Los Angeles Metropolitan Area

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