{%hackmd BJrTq20hE %}

###### tags: `INFO2021`
# 資訊科技產業專案設計課程作業 4
> 貢獻者：Leek
## 目標職缺 **[【MTK】Machine Learning and Computer Vision Algorithm Engineer (AI)](https://careers.mediatek.com/eREC/JobSearch/JobDetail/MTK120160906004?langKey=en-US)**
### Job Description
- AI Vision Algorithm Development
- AI Video Algorithm Development
- Edge platform-aware Algorithm Development and Optimization
- Advanced AI Algorithm Development
- Neural network optimization
- Neural network design automation
- Self-supervised/unsupervised learning
- Continuous learning
- Edge AI SW platform development
### Requirement
- Familiar with deep learning framework: Tensorflow, Pytorch, Caffe/Caffe2.
- Familiar with on-device framework for mobile/embedding devices: TFLite, ANN.
- Required programming language: Python, C/C++, Java.
- 2+ years experience in deep learning algorithm/model development/optimization, model training methodology.
- Have experience in developing deep learning algorithms for mobile/embedding devices.
- Familiar with software development and software engineering, version control system
### 職務需求分析
- 熟Python, C/C++, Java
- 嵌入式或行動裝置演算法開發的經驗
- 對常見框架都要熟
- 熟軟體開發跟版控
- 熟deep learning在嵌入式或行動裝置的訓練跟開發

### 職務需求與自身匹配狀況
- 對Pytorch較熟悉，對Tensorflow較不熟悉，沒用過Caffe/Caffe2
- 對Python、C++較熟悉，沒寫過Java
- 缺乏深度學習演算法在行動和嵌入式裝置的開發經驗

## 目標職缺 **[【MTK】AI algorithm engineer for computer vision & image processing](https://careers.mediatek.com/eREC/JobSearch/JobDetail/AG4214070701?langKey=en-US)**

### Job Description
- Develop deep learning based algorithms for computer vision & image processing
- Explore new applications for next generation consumer devices
### Requirement
- Experience in deep learning (supervised learning, unsupervised learning, or reinforcement learning)
- Experience in computer vision or image processing algorithm development
- Experience in deep learning frameworks (Caffe, TensorFlow, or PyTorch)
- Familiar with C/C++, Matlab or Python programming

### 職務需求分析
- 熟悉Python, C/C++ 或 Matlab
- 熟悉DL和CV或影像處理演算法
- 會用DL框架，常用擇一

### 職務需求與自身匹配狀況
- 對Pytorch較熟悉，對Tensorflow較不熟悉，沒用過Caffe
- 對Python、C++較熟悉
- DL與影像處理為目前研究領域，已有修習相關課程與相關競賽經驗
- 熟悉基礎影像處理
- CV相關經驗較少

## 相關面試題目與問答（[來源1](https://pttcareers.com/Soft_Job/1RtGZMFp)、[來源2](https://www.ptt.cc/man/Tech_Job/DB04/D73F/D33E/M.1477534611.A.36D.html)、[來源3](https://www.pttweb.cc/bbs/Tech_Job/M.1501843612.A.732)）
> **Q：過去有做過哪些ML專案？**

> **Q：專案合作中擔任的角色？**

> **Q：舉出令人印象深刻的模型和其應用？**

> **Q：如何進一步的提升模型性能（可改善處）與比較模型的差異與理論根據？**

> **Q：如和解決團隊合作中的衝突和開發上的困難**