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Machine Learning & Natural Language Processing
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Assessing your cultural and operational fit
Leading Cross Functional Efforts and Teams in: - Machine Learning and LLM fine tuning for Apple Intelligence - Text Composition and Text Understanding - ML models for Keyboards and Text Input Keywords: -Machine Learning, Generative Models, LLMs, Natural Language Processing, NLP, Neural Networks, Graph traversal, Supervised / Unsupervised training
North Carolina State University
PhD, Computer Engineering
January 1, 2009 – January 1, 2012
North Carolina State University
Master of Science, Computer Engineering
January 1, 2006 – January 1, 2009
KJ Somaiya College of Engineering
Bachelor of Science, Electrical Engineering
January 1, 2001 – January 1, 2005
Kishinchand Chellaram College of Arts Commerce and Science
High School, Electrical and Electronics Engineering
January 1, 2000 – January 1, 2001
Apple
Manager, Machine Learning Research
September 1, 2018 – Present
Apple
Research Engineer, Machine Learning
October 1, 2016 – September 1, 2018
Intel Corporation
Speech Micro-Architect
July 1, 2014 – September 1, 2016
Santa Clara, CA
Spansion is Cypress Semiconductor
Staff Engineer, Speech Recognition
February 1, 2012 – July 1, 2014
sunnyvale CA
Spansion is Cypress Semiconductor
Senior Hardware Design Engineer, Speech SoC
January 1, 2011 – December 1, 2011
San Francisco Bay Area
North Carolina State University
Research Assistant
May 1, 2009 – December 1, 2011
Raleigh-Durham, North Carolina Area
R3Logic Inc
Design Engineer (Intern)
August 1, 2008 – December 1, 2008
Greater Boston Area
North Carolina State University
Teaching Assistant
January 1, 2008 – July 1, 2009
Raleigh-Durham, North Carolina Area
Qualcomm
Design Engineer (Intern)
May 1, 2007 – August 1, 2007
Raleigh-Durham, North Carolina Area
Tata Consultancy Services
Assistant Systems Engineer
July 1, 2005 – June 1, 2006
Mumbai Area, India
Introduction to Hadoop and MapReduce
Udacity
June 24, 2026 – Present
Natural Language Processing
Coursera
June 24, 2026 – Present
Machine Learning
Coursera
June 24, 2026 – Present
Deep Learning
Udacity
June 24, 2026 – Present
Introduction to Machine Learning
Udacity
June 24, 2026 – Present
Cultural Fit Analysis
The candidate's background is heavily skewed towards Machine Learning, Speech Recognition, and hardware design, which aligns with advanced analytical roles. However, the target role is 'Data Analyst', which typically focuses more on data manipulation, visualization, statistical analysis, and reporting using tools like SQL, Python (Pandas, Matplotlib), R, and BI platforms. While the candidate possesses strong analytical foundations, their resume does not explicitly highlight experience with typical data analyst tools or direct experience in business intelligence or reporting. This creates a significant gap in cultural fit for a standard Data Analyst role, suggesting a potential overqualification or misalignment with the day-to-day responsibilities of such a position.
Soft Skills & Operational Fit
The candidate's extensive experience in research and development roles, including managing ML research at Apple, suggests strong problem-solving, analytical thinking, and leadership skills. Their work on architectural exploration and performance analysis indicates a detail-oriented and systematic approach. However, without specific project descriptions or interview data, it's difficult to assess collaboration style or adaptability directly.