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Full-stack AI Engineer

Skills

  • AI Technologies:
    • Deep Learning (DL)
    • Machine Learning (ML)
    • Large Language Model (LLM)
  • AI Applications:
    • Computer Vision (CV)
    • Business Intelligence (BI)
    • Natural Language Processing (NLP)
  • AI Development: PyTorch, TensorFlow
  • Cloud Engineering: AWS, GCP, Azure
  • Big Data Technologies: Spark, Kafka
  • Backend Development: FastAPI, Flask, Node
  • Database Management: MongoDB, MySQL, PostgreSQL
  • Frontend Development: React, Next, TailwindCSS, HeadlessUI
  • Programming Languages: Python, SQL, C++, Typescript, Javascript

Projects

A. Computer Vision Projects

  • Digital Image Detail Enhancement (May 2014 - March 2017) GitHub
  • Ocular Diagnosis Image Analysis (September 2021 - June 2022) GitHub
  • Microscopy 3D Image Analysis (October 2021 - June 2022) GitHub
  • Virtual Try-On Engine (November 2021 - December 2021) GitHub
  • Soccer Juggling Counter (January 2022- March 2022) GitHub
  • Crack Detection (May 2024 - July 2024) GitHub

B. Business Intelligence Projects

  • Customer Churn Prediction (February 2023 - March 2023) GitHub
  • Loan Eligibility Prediction (March 2023 - April 2023) GitHub
  • Patient Length-of-Stay Prediction (April 2023 - June 2023) GitHub
  • Truck Delay Prediction (April 2023 - June 2023) GitHub

C. LLM-Based AI Projects

  • Personal Assistance App (June 2023 - October 2023) GitHub Website API Doc
  • Knowledge-Grounded Chatbot (November 2023 - March 2024) GitHub
  • Chatbot with SQL Data Analysis (December 2023 - January 2024) GitHub
  • Automated Metadata Generation (January 2024 - February 2024) GitHub
  • Video Summarization and Quiz Generation (February 2024 - March 2024) GitHub
  • Live Interview Assistant (March 2024 - April 2024) GitHub
  • Resume Analysis and Tailoring System (April 2024 - May 2024) GitHub Streamlit App
  • Resume Screening System (April 2024 - May 2024) GitHub
  • Customer Support System (May 2024 - June 2024) GitHub
  • Call Center Automation (June 2024 - July 2024) GitHub

Sanhyew Ng's Projects

automated-metadata-generation icon automated-metadata-generation

an automated metadata generation system using Llama2 and Retrieval-Augmented Generation (RAG) techniques to streamline metadata creation processes

call-center-automation icon call-center-automation

an AI-powered call center automation system leveraging OpenAI GPT for intelligent conversation management and Whisper APIs for speech-to-text conversion

chatbot-with-sql-data-analysis icon chatbot-with-sql-data-analysis

a Streamlit-based chatbot that integrates LangChain and OpenAI GPT-4, enabling natural language queries for real-time interaction with a SQL database

crack-detection icon crack-detection

detecting cracks in WRB and Seam Taping using PyTorch, improving defect detection capabilities

customer-support-system icon customer-support-system

a multi-agent customer support application that integrates LLMs with databases, PDF knowledge bases, and audio agents to provide intelligent, context-aware responses

knowledge-grounded-chatbot icon knowledge-grounded-chatbot

a knowledge-grounded chatbot utilizing large language models (LLMs) and fine-tuning techniques for an end-to-end application. included prompt engineering, Retrieval-Augmented Generation (RAG), and the application of Reinforcement Learning from Human Feedback (RLHF) to enhance chatbot performance.

live-interview-assistant icon live-interview-assistant

a Live Conversation Assistant desktop application using OpenAI GPT for natural language understanding and Whisper for speech-to-text capabilities

notebooks icon notebooks

Sanhyew Ng's Notebooks on Python Programming, Data Science, ML-DL, Web and so on

personal-assistance-app icon personal-assistance-app

a highly interactive AI-powered professional assistants chatting app integrating speech-to-text (STT) with OpenAI Whisper, language understanding and processing via ChatCompletion (LLM) APIs, and text-to-speech (TTS) using ElevenLabs.

resume-screening-system icon resume-screening-system

a resume screening system utilizing OpenAI GPT-3.5 and Google Gemini for natural language understanding and evaluation

soccer-juggling-counter icon soccer-juggling-counter

detection and tracking of soccer players and balls, increasing the accuracy of real-time sports analytics

truck-delay-prediction icon truck-delay-prediction

an end-to-end machine learning pipeline to predict truck delays, addressing critical logistics challenges

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