AI資料科學主管(平台發展中心)

1.MS SQL Server 資料庫服務平台日常維運管理 

2.T-SQL 預存程序開發 

3.資料庫 ETL 作業 

4.數據平台資料服務開發維運作業 

5.資料治理平台作業 

6.資訊專案支援及需求執行 

7.主管交辦事項

1. 應用系統之規劃、執行與維護系統。  

a. 協助業務規劃窗口需求梳理。 

b. 負責業務應用軟體之分析、設計以及程式撰寫。  

c. 規劃執行軟體架構及模組之設計，並控管軟體設計進度。  

d. 進行軟體之測試與修改。  

2. 配合營運作業監控，排除交易系統執行之障礙與應變 

3. 協助研發軟體新技術與新工具。 

4. 主管指定專案參與及其餘交辦作業。

1.監控並維護電子交易系統與其他相關附屬系統之正常運作 

2.配合廠商與業務單位進行新專案開發及相關功能維護 

3.主管交辦事項

1.具多項能力優先錄用  

2.熟資料取得技術(ETL)-爬蟲技術/SQL語法/其他Python Library  

3.熟資料預處理技術(EDA)-熟Python程式語言  

4.資料視覺化(Data Visualization)  

5.熟特徵工程(Feature Engineering)技術

職責要求 

1.使用資料科學技術剖析數據，協助產品成效優化及發展方向 

2.負責資料收集、資料清理、模型建置等工作事項 

3.協助處理網路使用者觀看的文本，進行關鍵字擷取、文本分類等NLP任務 

4.廣告推薦系統建置及優化 

5.數據視覺化報表產出 

任職資格 

1.熟悉 ML 相關知識 

2.熟悉Python程式語言，包含Pandas, Numpy, Sklearn,Tensorflow, Pytorch等模組 

3.熟悉Linux 系統操作 

4.熟悉資料庫程式語言 SQL 

其他條件 

1.三年以上相關經驗 

2.推薦系統處理專案經驗佳 

3.自然語言處理專案經驗佳 

4.曾參與ML相關研究、競賽或發表論文經驗佳 

5.具有數位廣告相關經驗佳 

6.具有分散式運算的相關知識佳，如 Spark、Hadoop、Hive

職責要求 

•Work cross-functionally with domain experts, technical sales, and product owners to architect AI-based solutions in technical and industrial applications. 

•Determine project scope, deliverables, and success criteria, and ensure they are sufficient to address client challenges and consistent with their expectations. 

•Lead client interactions during technical engagement, including project meetings, technical reviews, and solution demonstrations. 

•Perform EDA or other data science analysis to scope unstructured problems or messy data for tractable insights 

•Skilled in breaking down problems, documenting problem statements and estimating efforts 

•Mentor junior engineers, perform code reviews and document design decisions 

•Create web services/APIs for serving ML/AI model results. 

•Collaborate with the development team and ML engineers to build state-of-the-art models, test and validate new algorithms and integrate the algorithms with the existing frontend and backend systems. 

•Review and finalize deliverables to ensure high quality content consistent with client and company expectations 

任職資格 

Qualifications and Skills 

•BS in Computer Science, Electrical Engineering or similar field 

•5+ years of experience with one modern language such as Java, C++, Python including object-oriented design. 

•5+ years of experience with machine learning tools and deep learning algorithms and techniques, including but not limited to: 

oPyTorch, TensorFlow, Keras 

oCNN, LSTM, RNN 

oScikit-learn, pandas, numpy 

oOptimization techniques and fine-tuning models 

•3+ years of experience contributing to the architecture and design (architecture, design patterns, reliability and scaling) of new and current systems. 

•Experience with MLOps and other production level implementation frameworks and pipelines 

•Able to work independently on problems and in highly collaborative team environments. 

•Experience with MLOps and other production level implementation frameworks and pipelines 

•Able to work independently on problems and in highly collaborative team environments. 

•Consulting, technical sales or solution architecture experience 

•Strong oral and verbal communication skills 

Preferred Requirements 

•Ph.D. or Master’s degree in a scientific or engineering domain 

•Experience of ML in Smart Manufacturing, Renewable Energy, Edge AI, Energy Storage, Grid Management, Semiconductor Manufacturing, or similar industries. 

•Research experience with high impact publications 

•Fluency with machine learning algorithms, such as CNN, RNN, reinforcement learning, support vector machines, and graph-based models 

•Experience with messaging systems, Docker, Kubernetes, Spark, EMR, and cloud platforms (AWS or Azure) 

•Team management and mentoring junior members 

•Experience with version control systems (e.g. Git flow) 

•Strong oral and verbal communication skills 

•Experience working with international cross-functional teams and/or customer facing work

職責要求 

1.使用資料科學技術剖析數據，協助產品成效優化及發展方向 

2.負責資料收集、資料清理、模型建置等工作事項 

3.協助處理網路使用者觀看的文本，進行關鍵字擷取、文本分類等NLP任務 

4.廣告推薦系統建置及優化 

5.數據視覺化報表產出 

任職資格 

工作技能 

1.熟悉 ML 相關知識 

2.熟悉Python程式語言，包含Pandas, Numpy, Sklearn,Tensorflow, Pytorch等模組 

3.熟悉Linux 系統操作 

4.熟悉資料庫程式語言 SQL 

Preferred Qualifications 

1. 推薦系統處理專案經驗佳 

2. 自然語言處理專案經驗 

3. 曾參與ML相關研究、競賽或發表論文經驗佳 

4. 具有數位廣告相關經驗壓 

5. 統計學專長 

6. 具有分散式運算的相關知識，如 Spark、Hadoop、Hive 

7. 有使用過GCP, AWS 等雲端服務經驗佳