# 資訊科技產業專案設計2023 - HW3
## 符合自身興趣/規劃的職務

### [Google - Product Solutions Engineer](https://www.google.com/about/careers/applications/jobs/results/76259335543366342-product-solutions-engineer?q=web)
::: spoiler JD、qualifications
#### 職務說明
Job Descriptions:
gTech Global Customer Experience (gCare) is a solution-generating effort that helps our Sales teams and advertisers. These solutions need to be scalable to support millions of customers worldwide. In addition to troubleshooting on the customer side, we work with Sales, Product, and Engineering teams within Google to develop better tools and services and improve our products based on the evolving needs of our users. The Product Troubleshooting team of Global Customer Care provides high-quality customer care to Advertisers and Business teams, managing challenges for Google’s advertiser based on Display, YouTube, Google Analytics, Shopping, Google Marketing Platform (GMP), and Mobile/Apps. This support consists of preempting, detecting, and resolving sensitive and complex issues across Google Ads products, identifying patterns of issues for business and customers, partnering with Product Operations and Engineering to resolve product issues, and managing complex issues to resolution to enhance the customer experience.

Google creates products and services that make the world a better place, and gTech’s role is to help bring them to life. Our teams of trusted advisors support customers globally. Our solutions are rooted in our technical skill, product expertise, and a thorough understanding of our customers’ complex needs. Whether the answer is a bespoke solution to solve a unique problem, or a new tool that can scale across Google, everything we do aims to ensure our customers benefit from the full potential of Google products.

Minimum qualifications:
1. Bachelor’s degree or equivalent practical experience.
2. 2 years of experience in coding with a general purpose programming language (e.g., Java, C/C++, Python), working with web technologies (e.g., HTML, CSS, JavaScript, HTTP, Networks) or performing data analysis and visualization using SQL (e.g., query languages).

Preferred qualifications:
1. Experience in system design/API, programming language including data structures and algorithms, machine learning basics.
2. Experience working with the Google ads network and e-commerce products.
3. Understanding of back-end infrastructure concepts (e.g., cache, memory management), mobile app operating system, mobile app data analytics product.
4. Ability to interpret data to influence across cross-functional stakeholders in gTech and Engineering organizations and communicate technical problems to both technical and non-technical audiences.
5. Ability to troubleshoot and debug tagging issues on websites using developer tools (e.g., Chrome DevTools).
:::

* C++、python、SQL有符合
* Preferred qualifications中Experience in system design/API, programming language including data structures and algorithms, machine learning basics.也算符合，但其餘則是都沒有

### [Mediatek - Machine Learning and Computer Vision Algorithm Engineer (AI)](https://careers.mediatek.com/eREC/JobSearch/JobDetail/MTK120160906004?returnUrl=%2FeREC%2FJobSearch%3FsortBy%3D%26order%3D%26page%3D1%26searchKey%3D%26category%3D%26workExp%3D%26branch%3D%26program%3D)
Machine Learning and Computer Vision Algorithm Engineer (AI)

::: spoiler JD、Requirement
Job Description
1. AI Vision Algorithm Development
2. AI Video Algorithm Development
3. Edge platform-aware Algorithm Development and Optimization
4. Advanced AI Algorithm Development
* Neural network optimization
* Neural network design automation
* Self-supervised/unsupervised learning
* Continuous learning
5. Edge AI SW platform development

Requirement
1. Familiar with deep learning framework: Tensorflow, Pytorch, Caffe/Caffe2.
2. Familiar with on-device framework for mobile/embedding devices: TFLite, ANN.
3. Required programming language: Python, C/C++, Java.
4. 2+ years experience in deep learning algorithm/model development/optimization, model training methodology.
5. Have experience in developing deep learning algorithms for mobile/embedding devices.
6. Familiar with software development and software engineering, version control system
:::

* Tensorflow, Pytorch還算熟悉，Caffe/Caffe2.就完全沒聽過了
* Required programming language: Python, C/C++, Java.也符合，但java相當生疏
* 其餘可以說是都沒有

### [影像/ML演算法工程師](https://recruit.realtek.com/Job/JobDetail?jobid=1412)
::: spoiler 工作項目、應徵條件
工作地點 : 新竹科學園區
工作經驗 : 0 年
學歷要求 : 碩士

工作項目：
1. 影像處理。
2. Machine Learning演算法發展。

應徵條件：
1. 碩士以上; 電機工程、電信工程、電控工程、電子工程、資訊工程、資訊科學、動力機械、自動控制、通訊工程相關科系畢業為主。
2. 熟悉 Machine Learning/DNN model development為佳。
:::

* 條件都符合

## 面試題目模擬

<font color="red">${interviewer}$</font>:可否舉出幾個overfitting的解決方法？
<font color="green">interviewee</font>:Dropout、early stop、increase dataset size。

<font color="red">${interviewer}$</font>:既然你提到了Dropout，可否解釋如何實作
<font color="green">interviewee</font>:透過减少神經網絡的層數、神經元個數等方式，可以限制神經網絡的擬合能力，而 Dropout 的處理方式是隨機關閉一些神經元，在訓練時每一次的迭代 (epoch)皆以一定的機率丟棄隱藏層神經元，而被丟棄的神經元不會傳遞訊息。

###### tags:資訊科技產業專案設計2023