使用Pytorch, Tensorflow進行Deep Learning的實務學習
實務cases實作, 每週實體聚會討論交流, 隨時線上討論.
- Pytorch 入門: Tensor 操作, torch optim...等 2019/4/14
- Pytorch 101: Cases實作:
- 世界人口預測 (Linear Regression) 2019/5/5
- Stock Price (Logistic Regression) 2019/5/5
- MNIST (Logistic Regression) 2019/5/5
- 2019-0505 Slide: PyTorch 101@小樹屋-民權西路
- Pytorch 102: Cases實作:
- NLP: RNN (LSTM) 寫古詩 2019/5/25
- 2019-0525 Slide: PyTorch 102@小樹屋-民權西路
- Pytorch 103: Cases實作:
- Paper Study:
- Tensorflow Cases實作:
- Common knowledge 2019/6/15
- Case: 玩轉IRIS資料集, 零基礎範例 2019/6/15
- Case: Titanic survivor (Logistic Regression) 2019/6/15
- Case: Credit Card Analysis (Logistic Regression to DNN) 2019/6/15
- Case: MNIST (RNN) 2019/6/29
- Case: Fashion MNIST (DNN, GRU, Dataset API) 2019/6/29
- Case: Fashion MNIST (Tensorflow 2.0 API) 2019/6/29
- Milestones目標 (關鍵成果):
- PyTorch: Seq2Seq 實作數學加法運算 (with or without Attention) 2019/6/8
- PyTorch: Attention is all you need (Transformer) 2019/6/22
- Tensorflow: Attention is all you need (Transformer) 2019/7/13
- Neural Ordinary Differential Equations 2019/?/?
- 大型資料黑客松競賽 2019/11/1
- Search for global hackathon: https://www.hackathon.com/
- possible event1: https://www.hackathon.com/event/take-europe-to-the-hearts-hackathon-39909500390
- possible event2: https://www.eventbrite.com/e/zero-waste-retail-hackathon-tickets-58778354641
- possible event3: https://techandrelationships.org/
- Search for global hackathon: https://www.hackathon.com/