第二階段讀書會
===
###### tags: `StudyGroup`

## 導讀課程規劃

* 李宏毅 Machine Learning (2017)
* 李宏毅 Machine Learning (2019)

## 專題分組

| 圖像識別 | NLP | 金融分析 |
| -------- | -------- |-|
| Lido (Lidopypy) | 明育 |濚|
| 諦 | 老摩 (Allen Tzeng) | Po-yi|
|皓瑜| | Mardi (Mardi Lo) |
|老摩 (Allen Tzeng)||
|柏廷 (BT)|

## 讀書會歷程
| 讀書會時間 | 導讀範圍 | 分享文章時間 |分享文章內容| 導讀分享人 |
| -------- | -------- | -------- |-|-|
| **2019.06.30** | [Lecture 0-2](https://drive.google.com/file/d/1MmJJBp_XauGTD300nf9cr7PCSeY1zXD-/view?usp=sharing/) |**2019.08.11**| [MLflow -- A platform for the ML lifecycle](https://mlflow.org/) |老摩|
| **2019.06.30** | [Lecture 3-4](https://drive.google.com/file/d/1qxV9AWXv9v_Cf2iojWyI74efiWK8eDrg/view?usp=sharing) |**2019.08.11**| - |Po-yi|
| **2019.07.14** | [Lecture 5-6](https://drive.google.com/file/d/1qOWJKOrexaaWPGADQ3p455CfAaGJt-bG/view?usp=sharing) |**2019.08.25**| - |明育|
| **2019.07.14** | [Lecture 7-8](https://drive.google.com/file/d/12Y8rODKBkBfxaK_COM9mfYiInql5icXa/view?usp=sharing)、[Backpropagation](https://www.youtube.com/watch?v=Z26n4YGNWvQ&list=PLXVfgk9fNX2IQOYPmqjqWsNUFl2kpk1U2&index=49&t=986s) (林軒田) |**2019.08.25**| [对话Gary Marcus：人工智能还未找到它的牛顿，我们不能依赖它](https://www.linkresearcher.com/information/1e91f82e-a575-4be5-96ee-f3e6ea3378db) |Mardi|
| **2019.07.28** | [Lecture 9](https://drive.google.com/file/d/1DJHOH7xzK6GNYAPtZv1IuLeGeJ1I7Dab/view?usp=sharing)-[10](https://drive.google.com/file/d/1SdE4PUO8oe4ClbaVfxkbaxcoU2WxCeh5/view?usp=sharing) |**2019.09.08**| [Lookahead optimizer、ShuffleNet V2](https://drive.google.com/file/d/1MQK5ohSKdgG8VvyVxRpU9bvUB1Y1Rrbo/view?usp=sharing) |老摩|
| **2019.07.28** | [Lecture 11-12](https://drive.google.com/file/d/10eXS4KUiRyHKuQsX_4363ybcVqLLBg_M/view?usp=sharing) |**2019.09.08**| [機器學習百日馬拉松期末考分享](https://drive.google.com/file/d/1NCUd_WK_gm_FkU2Exi3sa71-c3wXjzC1/view?usp=sharing) |濚|
| **2019.08.18** | [Lecture 13-14](https://drive.google.com/file/d/19wyG8HV7cn55DXvt5bYQFdNb24yuGGlP/view?usp=sharing) |**2019.06.30**| [免费数学神器Mathpix发布移动版，一起来写更快的公式](https://www.jiqizhixin.com/articles/19081201) |明育|
| **2019.08.18** | [Lecture 15-16](https://drive.google.com/file/d/1hbQE4KsevfDD8cxdey4d-twJKt4qcqQw/view?usp=sharing) |**2019.06.30**| [Jupyter Notebook界面也可以如此炫酷？有人把Notebook玩出了新花样](https://www.jiqizhixin.com/articles/2019-07-23-5?from=synced&keyword=jupyter%20notebook) |Lido|
| **2019.09.01** | Lecture 17-18 |**2019.07.14** | - |皓瑜|
| **2019.09.01** | [Lecture 19](https://drive.google.com/file/d/1NH7LBl7X9NfdUhJmoKh06h5XzMQg9xS0/view?usp=sharing)-[20](https://drive.google.com/file/d/1GNdpDaas53pSoighrYEqWJXywQ3Tj0Kb/view?usp=sharing) |**2019.07.14** | - |諦|
| **2019.09.15** | Lecture 21-22 |**2019.07.28**| - |Mardi|
| **2019.09.15** | Lecture 23 |**2019.07.28**| - |柏廷|

### 分組報告

| 圖像識別 | NLP | 金融分析 |
| -------- | -------- | -------- |
| [CNN](https://hackmd.io/@allen108108/rkn-oVGA4)、[LeNet-5](https://hackmd.io/@allen108108/H1Cl5oO1B)、[ImageDataGenerator](https://hackmd.io/@allen108108/SyCsOIkxB) |[Building a Content Based Recommender System for Hotels in Seattle](https://drive.google.com/file/d/1OlfkNMrG8C9tL0MdxpUc_93TKzkc8wFJ/view?usp=sharing/) -- [中文筆記](https://hackmd.io/@allen108108/BkuD_V-gB) | -- |
| [Humpback Whale Identification](https://drive.google.com/file/d/16sasytx_C41kw_L0vPpyIH0Fy-2PJ-eo/view?usp=sharing)、[Pneumothorax_Segmentation](https://drive.google.com/file/d/1fx2-9Az2QMWzLTagT2gOC5kYClY29Gel/view?usp=sharing) | Kaggle -- [Wha's cooking](https://www.kaggle.com/c/whats-cooking-kernels-only) ( [TF-IDF with OvR SVM Kernel](https://www.kaggle.com/shivamb/tf-idf-with-ovr-svm-what-s-cooking) ) | [RNN、LSTM、GRU](https://drive.google.com/file/d/1JEnxGKalOaAgv5no_mE8yys9xWjF-frn/view?usp=sharing) |
|[Face Recognize 專題 -1](https://drive.google.com/file/d/1jaebpAaVsRysjRnx1aFKQXVhgpu8emxv/view?usp=sharing) |[LUIS 微軟實體辨識NER工具](https://www.luis.ai/applications)|-|
|[眨眼liveness detection](https://towardsdatascience.com/real-time-face-liveness-detection-with-python-keras-and-opencv-c35dc70dafd3)|-|
|[直接liveness detection](https://www.youtube.com/watch?v=MPedzm6uOMA)|-|