Aman Kumar

Aman Kumar

Los Angeles, California, United States
4K followers 500+ connections

Join to view profile
Plero Music
University of Southern California

About

Hello there! 👋 I'm a data enthusiast, problem solver, and lifelong learner currently…

Activity

Join now to see all activity

Experience

  • Plero Music Graphic

    Plero Music

    Los Angeles, California, United States

  • -

    Los Angeles, California, United States

  • -

    Dubai, United Arab Emirates

  • -

  • -

    United Arab Emirates

  • -

    Remote

Education

  • Graphic

    -

    -

    Graduate Assistant at Viterbi Learning Program (VLP)
    ● Administered a team of 30+ tutors (undergraduate & graduate) as part of Viterbi school of engineering’s learning program.
    ● Optimized tutoring workflow by visualizing data for past 3 years, and identifying key areas for improvement.
    ● Remodeled and upgraded the back-end of the website increasing engagement by ~75%.

  • 3.93/4

    -

    Relevant Coursework:
    Big Data Analysis; Data Mining; NLP; Computer Vision; Software Engineering; Operating Systems; Algorithms

Licenses & Certifications

Courses

  • Database Systems

    CSCI 585

  • Foundations and Applications of Data Mining

    DSCI 553

  • Foundations of Data Management

    DSCI 551

  • Machine Learning for Data Science

    DSCI 552

Projects

  • Multilingual Decipherment using Transformers

    (on-going research)
    - Pioneered the application of transformer techniques in multilingual decipherment, pushing the boundaries of script decoding.
    - Orchestrated a comprehensive data strategy, encompassing cipher generation, data manipulation, and frequency reconfiguration.
    - Collaborated in diverse teams, regularly liaising with experts in data preparation, model construction, and experiment design.

  • Transfer Learning For Dual Classification: Architectural Styles And Landmarks

    -

    - Architected VGG16-based multi-output model for image classification of architectural styles & landmarks using transfer learning, achieving ~96% accuracy.
    - Orchestrated a data pipeline processing 420+ landmark images across 6 architectural styles and 30 landmarks using Python and Pandas.
    - Enhanced model robustness and performance in handling small and imbalanced datasets by 70%, using data augmentation.

  • NexDFS: Next-Gen Emulated Distributed File System

    -

    - Engineered an advanced emulation of HDFS, streamlining data management across multi nodes with focus on scalability of real time systems and reliability.
    - Rolled out specialized client capable of supporting 8+ essential shell commands, enhancing distributed file operations and boosting system efficiency by 30% and proactive resolution of emerging design issues.
    - Launched an interactive web interface, allowing users to seamlessly explore, upload, and download files, enhancing…

    - Engineered an advanced emulation of HDFS, streamlining data management across multi nodes with focus on scalability of real time systems and reliability.
    - Rolled out specialized client capable of supporting 8+ essential shell commands, enhancing distributed file operations and boosting system efficiency by 30% and proactive resolution of emerging design issues.
    - Launched an interactive web interface, allowing users to seamlessly explore, upload, and download files, enhancing experience by 40%.

  • Crypto Time Series Analysis - Predictive Forecast Model

    -

    (Publication under review, Best Paper Award at AEIT-21)
    - Validated Bitcoin price predictions using the ARIMA method, achieving a forecasting accuracy of approximately 92% for predicting prices of major cryptocurrencies, including Bitcoin, Ethereum, and Litecoin.
    - Optimized the polynomial trend forecasting model to yield an R2 value of 0.7915, explaining about 80% of price variations over time.

More activity by Aman

View Aman’s full profile

  • See who you know in common
  • Get introduced
  • Contact Aman directly
Join to view full profile

Other similar profiles

Explore collaborative articles

We’re unlocking community knowledge in a new way. Experts add insights directly into each article, started with the help of AI.

Explore More

Others named Aman Kumar in United States

241 others named Aman Kumar in United States are on LinkedIn

See others named Aman Kumar

Add new skills with these courses

See all courses