Authored tutorials on Data Science, Statistics, Probability, ML and AI.

Authored The Beginner’s Guide to Data Science (e-book). Authored Next-Level Data Science (e-book). Authored posts on DS, ML, AI Technology, and Reinforcement Learning.

Authored posts on Free Resources, Data Science Tips, Statistical Testing, Linear Algebra, Python Dates, Google Sheets vs Excel, Sports Analytics, GeoPandas, and Polars.

Guiding learners on usage of PyTorch and Hugging Face with Foundation Models, adapting these models to new contexts, and applying Lightweight Fine-Tuning methods for optimized performance.

Guiding business leaders on applications of AI through conceptual frameworks.

Specializes in tailored 1-on-1 mentoring sessions to support high-achieving students at the Bootcamp, with a strong focus on Data Science and Machine Learning techniques.

Led instruction for the flagship 16-week and 24-week bootcamps, incorporating Office Hours, personalized 1-on-1s, and interactive Live Learning sessions. Offered extensive project support and coursework assistance in Python, R, and SQL, ensuring student success. Innovated and developed new course materials to bridge knowledge gaps and cater to student inquiries.

Hired and managed global team in Japan, Singapore, India, and UAE. Developed B2B distribution channels in 30 countries for visual technology and telecommunications. Increased annual turnover by 20x exceeding SG$100mil.

International Sales for Yen Fixed Income. Achieved all-time annual individual record of US$20mil.

Managed US$100 mil across Asian Capital Markets

Yen Fixed Income Sales. Rated "#1" in Production, Innovation, Team Work, and Control. Responsible for coverage of 100 clients (Central Banks, Real Money, Leveraged) with annual budget of US$40 mil.Promoted to youngest Desk Head of Hedge Fund Sales at JP Morgan (at age 26).