The ability to observe without evaluating is the highest form of intelligence. - Jiddu Krishnamurthi
There Are Only Two Ways To Live Your Life. One Is As Though Nothing Is a Miracle. The Other Is As Though Everything Is a Miracle - Albert Einstein
Don't quit. Suffer now and live the rest of your life as a champion. - Muhammad Ali
The secret of genius is to carry the spirit of the child into old age, which means never losing your enthusiasm - Aldous Huxley
Be the change that you wish to see in the world. - Gandhi
Playing God is actually the highest expression of human nature. The urges to improve ourselves, to master our environment, and to set our children on the best path possible have been the fundamental driving forces of all of human history. Without these urges to ‘play God’, the world as we know it wouldn’t exist today - Ramez Naam
When something is important enough, you do it even if the odds are not in your favor - Elon Musk
I didn’t have time to write you a short letter, so I wrote you a long one. - Mark Twain
I can be changed by what happens to me. But I refuse to be reduced by it. - Maya Angelou
The first principle is that you must not fool yourself and you are the easiest person to fool. - Richard Feynman
Prediction is very difficult, especially if it's about the future. The opposite of a fact is falsehood, but the opposite of one profound truth may very well be another profound truth. Your theory is crazy, but it's not crazy enough to be true. A physicist is just an atom's way of looking at itself. - Neils Bohr
An equation means nothing to me unless it expresses a thought of God. - Srinivasa Ramanujan

Education

Academic journey across world-class institutions and impactful projects

LogoMassachusetts Institute of Technology (MITx)

Certificate in Statistics and Data Science

This certificate is awarded to

Aditya Saxena

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Predictive modeling in healthcare, Bayesian inference on economic data

LogoToronto Metropolitan University

Certificate in Practical Data Science and Machine Learning

This certificate is awarded to

Aditya Saxena

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Applied machine learning projects, data visualization techniques

LogoToronto Metropolitan University

Certificate in Project Management for Technical Professionals

This certificate is awarded to

Aditya Saxena

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Agile project management, risk assessment and mitigation

LogoSeneca Polytechnic

Graduate Certificate in Database Application Development

This certificate is awarded to

Aditya Saxena

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Database design, SQL optimization, application development

LogoSeneca Polytechnic

Graduate Certificate in IT Project Management

This certificate is awarded to

Aditya Saxena

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IT project lifecycle management, stakeholder communication

LogoUniversity of Bristol

MSc in Computer Science

This degree is awarded to

Aditya Saxena

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Advanced algorithms, software engineering projects

LogoPanjab University

Bachelor of Engineering

This degree is awarded to

Aditya Saxena

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Circuit design, embedded systems projects





Academic Projects

The following projects were completed as part of my academic coursework and research across multiple universities. These highlight my experience with machine learning, simulation, big data systems, and AI applications.




NOTE : A section on industry projects is currently under development.

A Comparative Study of Perceptron and Pegasos Algorithms for Sentiment Classification

MITx

A Comparative Study of Perceptron and Pegasos Algorithms for Sentiment Classification

Author
Aditya Saxena
Department of Computer Science, MITx
Abstract

This study presents a detailed empirical comparison between the standard Perceptron algorithm and the Pegasos algorithm for binary sentiment classification tasks. The project involves preprocessing textual data using the bag-of-words model and implementing both algorithms from scratch to investigate the impact of hinge loss optimization and regularization on classification accuracy. Results demonstrate that Pegasos outperforms Perceptron in convergence speed and generalization due to stochastic sub-gradient descent and margin maximization. The research highlights the effectiveness of learning rate tuning, L2 regularization, and iterative updates for scalable and accurate sentiment analysis pipelines.

Career Summary

As a multidisciplinary engineer, professor, and technology strategist, I bring 12+ years of global experience spanning cloud computing, AI/ML innovation, and full-stack software development. My ikigai lies at the intersection of technology, education, and community impact — building systems that solve real problems, teaching the next generation, and driving sustainable, secure digital transformation across sectors.

Faculty Member

Loyalist College · Permanent Full-time

May 2023 – Present · 2 yrs 2 mos

  • At Loyalist College, I led a transformative redesign of the Cloud Computing and AI curriculum to address rising student attrition. Recognizing the need for real-world applicability, I spearheaded the integration of industry-led capstone projects and modernized the tech stack to align with employer expectations. This initiative led to a 40% improvement in student retention and a 25% increase in learner satisfaction metrics, establishing a benchmark for pedagogical innovation within the department.
  • I introduced agile-based collaborative learning methodologies and redesigned lab experiences to simulate enterprise environments. This not only enhanced student engagement but also improved cross-disciplinary project outcomes by encouraging teamwork and innovation across departments.
  • My leadership extended beyond classroom transformation — I mentored junior faculty in integrating emerging tech into their pedagogy and contributed to institutional digital transformation through data-driven curriculum decisions backed by analytics dashboards.
  • Championed institutional collaborations by organizing guest lectures and industry panels, bridging academic theory with real-world practices and expanding student exposure to cutting-edge innovations.
  • Delivered high-impact workshops on data visualization and ethical AI practices, enhancing digital literacy and critical thinking skills among learners from diverse backgrounds.

Member of Consulting Staff

Brainwork Business Consulting

Sep 2024 – Present · 10 mos

Toronto, Ontario, Canada · On-site

  • At Brainwork Business Consulting, I architected AI-first digital strategies for SMEs and educational clients, aligning technology adoption with measurable ROI goals. Through stakeholder workshops and in-depth discovery phases, I identified transformation bottlenecks and recommended scalable, cloud-native solutions tailored to each client’s growth trajectory.
  • I implemented secure data pipelines and interactive analytics dashboards that reduced reporting overhead by 50%. My strategic interventions empowered clients to adopt cloud platforms with confidence and foster a data-driven decision-making culture across departments.
  • Leveraging design thinking and domain expertise, I translated complex system requirements into streamlined digital solutions — accelerating delivery cycles and enabling a 60% increase in digital engagement for client organizations within 6 months.
  • Conducted competitive analysis and digital readiness assessments to shape go-to-market strategies for emerging startups, resulting in three client product launches ahead of schedule.
  • Delivered executive briefings and whitepapers to C-suite clients, translating complex cloud adoption roadmaps into actionable investment plans with measurable KPIs.

Confidential – Previous Data Withheld Due to Cybersecurity Concerns

Confidential · Permanent Part-time

Jun 2009 – May 2023 · 14 yrs

Canada

Some previous roles and data have been withheld due to cybersecurity and data protection concerns. Full professional history can be shared upon request.

  • Over 14 years in confidential roles across sensitive sectors, I led secure software development projects that balanced innovation with compliance. Working in environments governed by rigorous data privacy mandates, I consistently delivered mission-critical platforms while maintaining regulatory fidelity and audit transparency.
  • I engineered and deployed full-stack web applications and API services that modernized legacy infrastructure without compromising operational security. My codebases were subject to quarterly audits and penetration testing, and consistently received top marks for maintainability and resilience.
  • My impact was especially evident in stakeholder confidence and adoption metrics, where I acted as both a technical lead and security liaison, helping cross-functional teams understand and execute compliant design patterns under tight delivery timelines.
  • Collaborated with cybersecurity teams to enforce zero-trust architectures and role-based access controls across enterprise data systems.
  • Trained junior engineers and analysts in secure coding principles and compliance documentation, fostering a culture of accountability and vigilance in codebases and workflows.