--- title: ML&F tags: teaching description: View the slide with "Slide Mode". --- # ML and FinTech: Project by 賴冠諭 #### Keywords:company bankruptcy, finacial report, binary classification --- ## Prediction of Company Bankruptcy in TAIWAN --- ## Motivations 近年來由於全球數位化推進,加上技術密集產業需求大增,中小企業遍地開花,然而中小企業由於法規因素,資訊揭露部分較不完善,因此容易造成投資人的資訊不對稱。 再加上新冠疫情席捲全球,加重中小企業負擔,導致數以萬計中小企業因此倒閉,投資人因資訊不對稱購入體質不佳公司倒閉案例曾初不窮。 因此我想要針對投資人較易獲得的財報資料作出預測模型。 --- 1. [In every single minute , there are companies bankruptcy ](https://tw.stock.yahoo.com/news/%E7%B6%93%E6%BF%9F-%E5%85%A8%E7%90%83%E7%B6%93%E6%BF%9F%E6%88%90%E9%95%B7%E7%8E%87-1-3-%E5%80%92%E9%96%89%E6%BD%AE%E6%BF%80%E5%A2%9E25-084524225.html) 2. [Flared up of Covid-19 in Taiwan make more than 3-thousand company bankrupt ](https://finance.ettoday.net/news/2040798) --- ## Dataset ### [Data_kaggle](https://www.kaggle.com/fedesoriano/company-bankruptcy-prediction) --- ## EDA ---![](https://i.imgur.com/4KQELBc.png) ![](https://i.imgur.com/SKuAS94.png) ![](https://i.imgur.com/Lc0L6qf.png) ![](https://i.imgur.com/eRtU3D3.png) ![](https://i.imgur.com/CUyQPBj.png) ![](https://i.imgur.com/1tC6pnB.png) ![](https://i.imgur.com/D1dSmKT.png) ![](https://i.imgur.com/TxtWwLj.png) ![](https://i.imgur.com/S966The.png) ---