Provide AI solutions.

Responsible for Allego solution pre-sales, project management, project implementation,user training and consultancy tasks, for APAC (mainly China) customers.

Set up and fine-tuned assessment framework, methodology, and process for Chartered AI Engineerqualification for AIP (AI Professionals Association). Developed training syllabus, trainingcontent and performed mentorship for the AI Data Apprenticeship Program.

During AIAP Apprenticeship, attached to a 100E project, worked on Natural LanguageProcessing (NLP) project for a Singapore Government Entity.AIAP 100E Industry Project: NLP project scope includes an end-to-end Machine Learning Pipeline, for NLP tasksincluding Named Entity Recognition (NER), Text Summarization Model and DocumentClassification Model. Models implemented include CRF, BiLSTM, and Transfer Learning(BERT, BART, DistilBERT)Attained AI Professionals Association Chartered AI Engineer Level 1:https://www.aip.org.sg/certificate-verification/2F38C89-2F36579-78EF7/

Trainer for “Data Analysis Course with R Programming”. The role includes courseplanning, course preparation, and classroom teaching.

Performed the role of Measurement and Analytics Senior Manager, responsible fordesigning and implementing a multi-market measurement framework. Involved inMulti-Touch Attribution Model exploration, with online impression and floodlight datausing Google Big Query and DCM data. Implemented multiple Marketing Mix Modelling projects.

Own Business; provides analytical software consultancy and customer support services by contract, for partners including MarketingQED and KXEN.