Shenghan ZHANG

Bis 2020, Business informatics, University of Mannheim
Mannheim, Deutschland

Fähigkeiten und Kenntnisse

MS Office
python
java
c++
machine learning
deep learning
information retrieval
marketing research
Apache Hadoop
Apache Spark

Werdegang

Berufserfahrung von Shenghan ZHANG

  • Bis heute 4 Jahre und 6 Monate, seit Jan. 2021

    Personal Studies

    Personal Studies

     Already done: Data Structure Learning, developed python and java ability to advanced level, better data visualization skills and data analysis ability, trained multiple Psychometric Tests.  Learning: coursera NoSQL Certificate, Machine Learning Certificate.

  • 7 Monate, Juni 2020 - Dez. 2020

    NLP Engineer

    University of Mannheim

    CODALAB PROJECT “Contextual Emotion Detection in Text” . The project aimed to build an emotion recognition system that can recognize the emotional changes of chatters in online chat conversations.  Machine Learning & Data Analysis: Used 10 deep learning model Variants through Tensorflow and Keras based on LSTM, GRU, CNN for supervised learning. After model training, it finally reached precision 91.1% and recall rate 89.5% in the recognition of dialogue emotions.

  • 9 Monate, Juli 2018 - März 2019

    Data Scientist

    Springer-Verlag GmbH, Heidelberg

    Team Project “Integrating Product Data from Web” (School-Enterprise Cooperation Project) The project aimed to compare multiple commonly used products about its pricing on different websites.  Model Training: Supervised Leaning Models were performed on the obtained data. Through comparison with 2,000 manually labeled products, finally achieved the precision 84.3% and the recall 76.5%.  Data Visualization: Used Tableau to visualize data, to provide data support for the final project implementation.

  • 3 Monate, Mai 2014 - Juli 2014

    Agent of Futures

    GUOMAO FUTURES LTD

    Marketing Analysis: Analyzed the operation results of corporate hedging, and provided the research department with an analysis report on the willingness of the company to participate in the project. Helped the research department improve the performance of project by about 14%.

  • 8 Monate, Juli 2013 - Feb. 2014

    Sales Management

    Baidu Inc.

     Data Analysis: based on data from Baidu Map (relevant to Google Map) analyzed customers preference in B2C industries.  Sales Performance: through providing reports, cold calls and visits, finally reached 40+ effective customers every day, and signed about 50+ customers every month, achieved the top 15% of the department.

Ausbildung von Shenghan ZHANG

  • 4 Jahre und 11 Monate, Feb. 2016 - Dez. 2020

    Business informatics

    University of Mannheim

  • 3 Jahre und 11 Monate, Sep. 2009 - Juli 2013

    Information Management and Information System

    Beijing Forestry University

Sprachen

  • Chinesisch

    Muttersprache

  • Englisch

    Fließend

  • Deutsch

    Gut

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