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Assessing your cultural and operational fit
Creating Tomorrow Today
I’m passionate in helping companies and customers unlock the potential of AI/ML to make a real difference in people’s lives, whether through on-premise infrastructure or public cloud services. I’ve been successful in my roles because I’m naturally curious and enjoy working backward from problems to find smart solutions. I’m also great at breaking down complex ideas, sharing suggestions, and providing best practices in a way that’s clear, actionable, and on time. What makes me stand out is my ability to bring emotional intelligence into the workplace, which helps me connect with others and work effectively as part of a team. I also draw on the best of both worlds—academic research and industry experience—to approach challenges with a well-rounded and practical perspective.
The University of Western Ontario
PhD, Natural Language Processing, Machine Learning
January 1, 2010 – January 1, 2014
The University of Bolton
MSc, Information Technology
January 1, 2006 – January 1, 2007
Khulna University of Engineering and Technology
BSc, Computer Science
January 1, 2002 – January 1, 2006
DistillerSR
Staff Artificial Intelligence (AI) Engineer
June 1, 2026 – Present
DistillerSR
Staff Machine Learning Engineer
April 1, 2025 – May 1, 2026
DistillerSR
Senior Machine Learning Engineer
July 1, 2023 – March 1, 2025
Amazon Web Services (AWS)
Data Scientist II
October 1, 2021 – June 1, 2023
OneClass - Notesolution Inc.
Senior Machine Learning Engineer
September 1, 2017 – May 1, 2021
Toronto, Canada Area
Sustainalytics
Digital Innovation Specialist
March 1, 2015 – June 1, 2017
Toronto, Canada Area
Western University
Text Analytics Researcher
September 1, 2014 – March 1, 2015
Western University
Teaching Assistant
September 1, 2010 – August 1, 2014
Western University
Research Assistant
September 1, 2010 – August 1, 2014
Cisco
Instructor
May 1, 2008 – August 1, 2010
Bangladesh
Khulna University of Engineering and Technology (KUET)
Assistant Professor
March 1, 2008 – August 1, 2010
Khulna, Bangladesh
Machine-Mediated Multimodal Communications (M3C) Lab, University of Bolton
Artificial Intelligence Researcher
October 1, 2007 – January 1, 2008
Bolton, United Kingdom
Time Management for Busy People
June 24, 2026 – Present
Cisco Certified Network Instructor
Cisco
June 24, 2026 – Present
AWS Certified Data Analytics – Specialty
Amazon Web Services (AWS)
June 24, 2026 – Present
Developing Your Emotional Intelligence (2017)
June 24, 2026 – Present
Strategic Planning Foundations
June 24, 2026 – Present
Strategies for Your First 90 Days in a New Job
June 24, 2026 – Present
Articulating Your Value
June 24, 2026 – Present
Supporting Your Kids' Learning at Home
June 24, 2026 – Present
Systems Thinking
June 24, 2026 – Present
How to Become a Thought Leader and Advance Your Career
June 24, 2026 – Present
Problem-Solving Techniques
June 24, 2026 – Present
Building Resilience
June 24, 2026 – Present
Strategic Thinking Tips to Solve Problems and Innovate
June 24, 2026 – Present
Communicating with Empathy
June 24, 2026 – Present
Machine Learning
Coursera
June 24, 2026 – Present
AWS Certified Solutions Architect – Associate
Amazon Web Services (AWS)
June 24, 2026 – Present
Think Like a Lawyer to Make Decisions and Solve Problems
June 24, 2026 – Present
Career Wellness Nano Tips with Shadé Zahrai
June 24, 2026 – Present
Developing Leadership Presence
June 24, 2026 – Present
Strategic Selling: How to Communicate with the C-Suite and Decision Makers
June 24, 2026 – Present
Nano Tips for Strategic Thinking with Lisa Bodell
June 24, 2026 – Present
Strategic Thinking
June 24, 2026 – Present
What to Do in the First 90 Days of Your New Job
June 24, 2026 – Present
Building Resilience as a Leader
June 24, 2026 – Present
Gretchen Rubin on Creating Great Workplace Habits
June 24, 2026 – Present
Using Questions to Foster Critical Thinking and Curiosity
June 24, 2026 – Present
Cultural Fit Analysis
The candidate demonstrates a strong cultural fit for a senior ML Engineer role, particularly in an environment that values innovation, strategic thinking, and mentorship. Their experience spans academic research, startups (OneClass), and large enterprises (AWS, DistillerSR), indicating adaptability to different organizational cultures. The focus on driving innovation with LLMs and championing data stewardship aligns with a forward-thinking, responsible AI development culture. Their history of mentoring and knowledge-sharing also suggests a collaborative and supportive team player.
Soft Skills & Operational Fit
The candidate's resume highlights strong leadership, strategic thinking, problem-solving, and communication skills through various roles and certifications. Experience in mentoring and collaborating with cross-functional teams indicates a good operational fit for senior roles requiring team leadership and strategic input. The numerous LinkedIn certifications in areas like 'Strategic Thinking', 'Developing Leadership Presence', and 'Problem-Solving Techniques' further support these soft skills, although their practical application would need to be validated in an interview.