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Experience
A timeline of my professional journey.
Senior Data Engineer
Kinesso | Acxiom (IPG|Omnicom)
Nov 2025 – Present
- Working with a global team (US & EMEIA) to migrate Big Data Pipelines from Apache Pig based pipelines into Apache Spark
DatabricksPySpark (Apache Spark)AWSSnowflakeData Migration
Group Senior Data, AI & ML Engineer
FWD Technology and Innovation Malaysia Sdn. Bhd.
Mar 2024 – Nov 2025
- Managed and coordinated multiple cross-functional teams across 5 countries in executing group wide data migration project, ensuring seamless integration of existing downstream applications. (Developed,underlying migration pipelines and procedures and coordinated with downstream application developers and engineers with code refactoring and deployment)
- Designed and implemented a group-wide financial data model pipeline, enhancing the accuracy, accessibility, and processing efficiency of financial reporting across the organization
- Designed and established several standardized practices for the usage group managed data platform, enabling Improved data governance, scalable & maintainable access controls and reducing future administrative overhead by 50%
- Spearheaded the creation and maintenance of a number of comprehensive documentations for best practices and improving knowledge sharing across teams.
- Deployed multiple data pipelines for regional business users, balancing stakeholder expectations with technical delivery and contributing to data modelling for new change requests.
- Managed Group Platform RBAC access and compute policies.
- Monitored and optimized cloud compute costs, achieving a monthly reduction around USD2000.
GitAzure ReposAzure DevOpsAzure Data FactoryDatabricksPyspark (Spark)Microsoft FabricData ArchitectureData ModellingData Analytics
Senior Consultant
Ernst & Young Consulting Sdn. Bhd
Jul 2022 – Mar 2024
- Developed a Proof-of-Concept Application using Azures OpenAI LLM models and implementing Retrieval-Augmented Generation (RAG) supplemented with Langchain agents and vector stores.
- Reoptimized existing tables and pipeline, data migration from SQL stored procedure to Databricks Spark SQL using Azure Data Factory as orchestrator for Power and Utilities company.
- Researched and developed a subscription-based strategy & architecture blueprint for an O&G company to migrate existing downstream vessel scheduling application with cost saving up to 400k USD per annum
- Built an enterprise data warehouse and developed several ETL pipelines for a financial institution with on-premise MSSQL servers for report generation
- Conducting training sessions for platform handover and case study implementation to clients
- Played an integral role as system QA Lead and UX dev for client's PMO system
Business AnalyticsData AnalyticsMicrosoft AzureSQLMSSQLPySpark (Apache Spark)DatabricksAzure Data FactoryData Modelling
Software Engineer
Thunder Software Technology Malaysia Sdn Bhd
Apr 2022 – Jul 2022
- Systems and Hardware setup of Nvidia Jetson modules
- Running and benchmarking of Nvidia DeepStream applications
- Creating and authenticating new workflow documentation.
GitBashLinuxPythonDeepStreamCUDA
AI Engineer
Skymind Sdn. Bhd | Xpress.ai
Dec 2020 – Apr 2022
- Developed a KYC (Know-your-customer) application consisting of Multi-complementary AI models to perform fraud & anomaly detection on identification cards
- Developed, Trained and Deployment of deep learning models using Pytorch
- Developed information extraction pipelines on identification cards using OpenCV library
- Acting Image Curation lead to standardize selecting, annotating, organizing, and managing image data
- Acting Technical Support Engineer, Liaising with Clients on feature request and future improvements
- Experience with modelling neural networks such as CNN, Autoencoders, UNet, Mask RCNN
- Experience with OpenCV, Matplotlib, SKlearn, Pandas, Numpy Library
- Implemented backend business logic
GitPythonJavaPytorchSQLTeam Leadership
Mechanical Design Engineer
Panasonic AVC Networks Kuala Lumpur Malaysia
Mar 2019 – Jul 2020
- Designed and developed various mechanical and structural parts for global TV market from concept to launch.
- Used CAD software (SolidWorks) with experience in CAD Data management (PDM Solidworks)
- Prepare, revise, and alter detailed and assembly drawings to conform to engineering changes.
- Preparation of engineering change requests.
- Performed Principal Design Calculations inclusive of Geometric Dimensioning and Tolerancing (GD&T)
- Conducted Reliability/Environmental studies and Data Analysis for new material approval.
- Familiar with IEC 60065 & IEC 62368 standards.
- Familiarity with Plastic Injection Molding Parts.
- (Parting line, Rib Thickness, Draft Angles, Gates & Ejection Points)
- 3D Scanning & 3D Print Prototyping
- Reliability/Environmental studies and Data Analysis for New Part / Material Approval.
- Passed Panasonic's 3D-CAD 2nd & 3rd Practical Assessment.
AnalyticsSolidWorksProduct DevelopmentComputer-Aided Design (CAD)Research and Development (R&D)Concept DevelopmentMechanical Engineering
Mechanical Engineer
Solidify Technology Sdn. Bhd.
Oct 2018 – Mar 2019
- Familiarity with Sheet Metal Bending and Laser Cut Process
- Modelling of sheet metal parts (SolidWorks sheet metal function)
- Initiated and Wrote VBA Macros to cut RFQ process, file management and documentation time
- Implementing lean manufacturing methods.
- Audited and reworked ISO9001 documentation
- Production Planning and Control.
SolidWorksVBAMechanical EngineeringComputer-Aided Design (CAD)