校際選修

115-1 選課時程

進行中

  • 初選第一階段 6/15/2026
  • 初選第二階段 6/22/2026
  • 校際選修 8/24/2026
  • 初選第三階段 8/31/2026
  • 開學後加退選 9/7/2026
  • 逾期加退選 9/21/2026
選課資源

金融科技導論

Introduction to FinTech

學期
114-1
學分
3 學分
當期課號
578101
永久課號
AAAI30002
開課單位
AI聯盟學分學程(研究所)
授課教師
張智星
類別
選修
上課時間表
週三
2
09:00–09:50
金融科技導論
3 節連堂
3
10:10–11:00
4
11:10–12:00

* 根據陽明交大上課時間表所列

概述

金融科技(Financial Technology, FinTech)是目前全球金融業與科技業的焦點,它所引發的破壞式創新,正挑戰既有金融服務的供給方式和消費行為。本課程由資工、數學教授群共同開設,旨在釐清 FinTech 本質、相關的創新科技、以及關鍵的趨勢。同時我們也會在課程當中邀請相關學者專家進行演講,並在金融機構(或金融科技新創公司)的協助之下完成期末的AI程式競賽。歡迎想參與或是有志於跨金融與科技領域的同學們,來共同探索此新興領域 - FinTech。

先修科目

■ Calculus:Basic differentiation, differentiation to find optimum ■ Linear algebra:Matrix operations, determinant, eigenvalue/eigenvector ■ Probability:Discrete/continuous random variables ■ Machine learning:Basic idea of training/test for model construction, preferably with hands-on experience

教學方式

■ 實體期末評量時間:2025 /12/17 9:10~12:10 ■ 遠距上課位置:https://ntucc.webex.com/meet/rogerjang ■ 課程網頁:http://mirlab.org/jang/courses/fintech

評分方式

■ Percentages □ Homework: ~40% □ Term project: ~30% □ Final exam: ~30% ■ Grade computation □ Raw score computation in double precision ==> Rounding to nearest integers ==>Final letter grades □ Final grades are based on scores and ranking. The instructors reserve the rights to ◎ Adjust percentage of each categories if necessary ◎ Determine the way to combine scores and ranking □ No-change policy: We will not change the final grades once they are sent to the academic affairs office, unless it is due to mistakes on our part. □ Grade statistics: Usually we have 25% of A+ and A

週次計畫
週次主題
第 1 週Intro to the course
第 2 週Math for fintech
第 3 週Technical indicators, quantitative trading, backtest, dynamic programming
第 4 週Intro to bitcoin and blockchain
第 5 週Hash function and elliptic curve digital signature algorithm (ECDSA)
第 6 週Portfolio optimization
第 7 週Ethereum and Other Blockchain/Cryptocurrency
第 8 週Performance indices, feature selection for ML
第 9 週Missing data imputation in ML
第 10 週Imbalanced dataset, cost-sensitive classification
第 11 週Advanced Functions and Post-Quantum Cryptography for Blockchain
第 12 週Intro to the final project
第 13 週Invited talk by guest speaker
第 14 週Invited talk by guest speaker
第 15 週AI/ML applications in finance
第 16 週Heads-up for final project