[About Vpon]
我們利用機器學習 (Machine Learning) 和統計模型 (Statistical Modeling) 從海量數據 (Big Data) 中挖掘各式使用者行為和能付諸行動的洞見與觀察 (Actionable Insights),進而建立數據產品 (Data Products),將其應用在廣告投放,電商成效優化、O2O 等各種領域。
[About Data Science Team]
我們是一群由電腦科學家、統計學家和心理學家等跨領域組成的數據科學團隊 (Data Science Team),深信著 “Data Drives Transactions”。
團隊的發展重點為廣告競價平台 (Real-Time Bidding Demand-Side Platform) 、數據管理平台 (Data Management Platform),團隊的使命是幫助企業提升顧客終生價值 (Customer Lifetime Value)。
1. Interact with users to help identify their business problems and convert to cost-constraint machine learning tasks
2. Focus more on large-scale user behavior data ming and predictions
3. Research, prototype, and productionize the develop predictive models to solve the real-world problems
4. Share valuable findings and actionable suggestions to both business and technical audiences with clear visualization from convincing experiments
1. MS/Ph.D. in Computer Science, Statistics, Math, Physics, or Engineering
2. 3+ years of experience in building production-ready machine learning models
3. Strong collaboration skills with software and DevOps engineers to build production-level products
4. Good theoretical foundation of machine learning and data mining
5. Familiar with ML/DL related framework such as Scikit-Learn, TensorFlow, Keras, and PyTorch
6. Expertise in programming languages such as Python, Julia, or R