Manfred Michael Email & Phone Number

Singapura

• Researched, developed, and deployed an LLM Chatbot Pipeline from the ground up, leveraging RAG and a tailored personality on top of OpenAI API.
• Built a robust API backed by MongoDB and Elasticsearch for managing context documents and chatbot personality settings.
• Developed an ensemble pipeline achieving 83% accuracy in detecting photoshopped images and deepfake videos on the WildDeepfake dataset, as part of eKYC development.
• Collaborated with Product Managers and SWEs to strategically integrate LLMs into an existing chatbot, enhancing user experience and driving key engagement metrics.
• Researched and evaluated cutting-edge LLMs (Llama 2, GPT, FLAN-T5, Gemini Ultra) to determine optimalsolutions for chatbot improvement.
• Helped in Flan-T5 fine-tuning by translating 2 million rows of instruction dataset, boosting the LLM's conversationalfluency and accuracy in the Indonesian language.

- Created 6 weekly projects with these topics: Image Processing, Image Classification, Object Detection, Paper Reading, Data Ops, MLOps.- Worked with interns from AI, PM, and SWE to plan & create Person Reidentification as a capstone project to identify people based on clothing and other accessories from surveillance camera and deployed it on office.

Depok, Jawa Barat, Indonesia

• Grade assignments & teach students trough activites during class (DBMS, VB.Net, Delphi).
• Moderator of Open Recruitment LePKom 2021

Depok, Jawa Barat, Indonesia

• Created learning materials for Machine Learning & AI Weekly Class. As a speaker of Machine Learning & AI Weekly Class.
• As Project Chief/MC/Moderator of monthly tech talks starring Google Developer Experts and other Seniors in tech industry.
• Collaborated with other communities and volunteered as speaker in their webinars such as GirlsKode, BEM FIKTI UG, ProgrammerMales, and Skilvul.
• Created automation system which reduce a lot of organizational chores such as certificate generation & mail merge with Google Cloud Platform.

• Selected to work on "Price engine & optimization" capstone project for Traveloka Singapore. Won the best team of this category.
• Built sales forecasting model based on price & voucher recommendation model to optimize product campaigns.
• Proposed a discount toggle system to optimize sales which became the main feature of the app.