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  • International Institute of Artificial Intelligence Management at National Yunlin University of Science and Technology.
  • Taiwan,Yunlin

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a303990366/README.md
  • 👋 Hi, I’m Ting-jia Lin.
  • 👀 I’m interested in web-crawler, AI, and reinforcement learning.
  • 🌱 I’m a master student at the International Institute of Artificial Intelligence Management at the National Yunlin University of Science and Technology.
  • 💞️ I’m looking to collaborate on ...
  • 📫 How to reach me x5748339@gmail.com

1. Academic background:

  • Bachelor: Double major in Social Work and Data Science at Soochow University.
  • Master: International Institute of Artificial Intelligence Management at National Yunlin University of Science and Technology.

2. Lab:

  • Bachelor: Information Fusion lab
  • Master: Precise AI lab

3. Master thesis

Explainable Uncertainty-Based Deep Reinforcement learning for portfolio management

4. Experience:

4-1. Bachelor:

  • I have a good command of web-crawler, such as requests, selenium, and Scrapy. I have abundant experience with it, I crawled some websites, such as
    1. Facebook
    2. Instagram
    3. line-today
    4. Tripadvisor
    5. apartment-renting websites of Taiwan
    6. some domestic news websites of Taiwan.
  • I participated in a project with Taiwan Central Weather Bureau. Project name: Weather public opinion analysis. I focus on:
    1. Web crawling
    2. Data cleaning and preprocessing
    3. Apriori and LDA algorithm
    4. Flask API
    5. Dashboard
  • Semester Project: Applied LDA algorithm in weather news analysis.

4-2. Master:

  • The Phi Tau Phi Scholastic Honor.(GPA:4.0/4.0)
  • Participate 2022 Smart Manufacturing Big Data Analysis Competition and reach the final.
  • Being a teaching assistant for two courses:
    1. Python programming with AI
    2. Deep learning
  • 2022 FutureTech Award in Taiwan. !!!Note: should explain more.
  • Being a conductor in a Python with AI workshop
  • Publish two theses at conferences:
    1. (Yuntech) Adaptive cognitive skill training system based on reinforcement learning
    2. (!!!) Two-Streams Feature Extraction for Deep Reinforcement Learning in Portfolio Management
  • Project:
    1. Deep reinforcement learning in Path Planning
    2. Ensemble Deep reinforcement learning in wind speed prediction

Pinned Loading

  1. Topsis-apartment-selection Topsis-apartment-selection Public

    Flexible apartment selection with TOPSIS for Taiwan housing market

    Python 1

  2. DRL-path-planning DRL-path-planning Public

    Deep reinforcement learning

    Python 30 4

  3. Ensemble-Deep-Reinforcement-Learning-in-Wind-Speed-Prediction Ensemble-Deep-Reinforcement-Learning-in-Wind-Speed-Prediction Public

    Python

  4. Portfolio-Management-Deep-Reinforcement-Learning-Monitor-System Portfolio-Management-Deep-Reinforcement-Learning-Monitor-System Public

    Python 1

  5. activity_system-social_worker activity_system-social_worker Public

    Python

  6. pathPlanning_with_Qlearning pathPlanning_with_Qlearning Public

    Python 1 1