1) Graduated from Ngee Ann Poly with Diploma in Information Technology.

2) Graduated from PSB Academy with Bachelor in IT (Major in Software Development & SQL)

3) Taken part in several Linux / Opensource events in Singapore and was a member of Linux Users Group of Singapore.

4) Obtained several IT certificates such as OCA , CCNA , SAS etc

5) Attended self-funded Machine Learning course in Singapore Poly and learned basic ML techniques and RapidMiner software.

6) Published Oracle Database book , Concise Oracle Database For People With No Time ,  on Amazon.

7) Published a fictional book , Second You ,  on Amazon.