Summary
Overview
Work History
Education
Skills
Websites
PROJECT EXPERIENCE
Extra Cirriculum Project Experience
Certification
referee
Interests
Timeline
SoftwareDeveloper
Yinhao Deng

Yinhao Deng

Data Engineer + Analyst
Paradise,SA

Summary

Data Engineer with 1 year industry experience, familiar with gathering, cleaning and organizing data for use by technical and non-technical personnel. Advanced understanding of statistical, algebraic and other analytical techniques. Highly organized, motivated and diligent with significant background in Data Science and Artificial Intelligence.

Overview

3
3
years of professional experience
1
1
Certification

Work History

Data Engineer

Hoptech Pty Ltd
Adelaide, Remote
11.2021 - Current
  • Worked closely with business, transforming business requirements to technical requirements
  • Built an computer vision model to extract content from sources and cleansed data using customised python scripts
  • Worked extensively on ETL pipeline to source tables and to deliver data from MS Power Automate to MySQL Database
  • Generated detailed studies on potential third-party data handling solutions, verifying compliance with internal needs and stakeholder requirements.

Academic Tutor (contract)

JR Academy
Adelaide, SA
07.2021 - Current
  • Tutored in "Operating System" course of University of Adelaide more than 1 year.
  • Taught students remotely via pre-recorded and live video sessions.
  • Planned lessons for allotted time to guide students to deeper understanding of course material and learning styles.

Web Developer Intern

Global Export Management (GEM Solutions)
Adelaide, SA
03.2021 - 06.2021
  • Developed user interfaces with Nuxt.js, and Bootstrap UI library, deployed on Amazon Web Services and connected to Shopify ecommerce platform.
  • Worked under agile methodologies and effective development strategies to enhance product development, finished the project individually within 2 months.
  • Enhanced user experience and accomplished webpage objectives by creating site structure, navigation, page optimisation.
  • Troubleshot and debugged code ensuring compatibility with devices, browsers, and operating systems.

Machine Learning Engineer (Contract)

YoungerKingdom Information Technology Co.
Changzhou, Jiangsu, China
12.2019 - 06.2020
  • Established customised Machine Learning model to make critical predictions, automate reasoning and decisions, and calculate optimisation algorithms, and deployed the model onto company server, to solve business problems affecting 20,000 users.
  • Transformed raw data to conform to assumptions of machine learning algorithm using Scikit-learn, Pandas, and Numpy libraries.

Mobile App Developer Intern

Journey Beyond
Adelaide, SA
08.2019 - 11.2019
  • Designed and developed mobile application to collect information from customers and evaluate their suitability to undertake certain activities
  • Used Microsoft .NET framework, XAML as front-end, C# as back-end language, SQLite as database language to create entire end-to-end application.
  • Designed, developed this app within 150 hours

Education

M.D. - Information Technology (Major in AI)

University of Melbourne
Melbourne
11.2022

Bachelor of Computer Science (Advanced) -

The University of Adelaide
Adelaide, SA
12.2020

Foundation Study - STEM Courses

The University Of Adelaide College
Adelaide, SA
11.2017

Skills

  • Database: MySQL, SQLite, SQL Server
  • Data Visualisation Tool: PowerBI, Tableau
  • Machine Learning & Analytics Tools:
  • Deep Learning: Keras, PyTorch
  • Cloud: AWS, Azure
  • Programming Languages: C, Python, Shell scripting
  • Web Technologies: HTML, Javascript, CSS, Vuejs, Nuxtjs
  • Operating System: Linux, Unix, Windows
  • Integration Tool: Git
  • Team collaboration tool: Jira, Confluence, Slack
  • Bilingual: Mandarin

PROJECT EXPERIENCE

Jane Street Market Prediction Kaggle Competition | 2/2021 - 3/2021

  • Silver medal winner, ranked in Global top 2% (71/4245) on the leaderboard.
  • Tested multiple classification models such as Random Forest, Logistic and Gradient Boosting Machine, and performed hyper-parameter tuning to optimize the model predicting power.


Deep Survival Prediction for Colorectal Patients from Imaging and Non-imaging Data | 3/2020 - 6/2020

  • Utilised deep learning 3D convolution Unet to predict colorectal cancer in a early stage, supervised by Professor Gustavo Carneiro from Australia Institute of Machine Learning
  • Applied 3D Global-Context mechanism to the existing model and improve model performance by 10%


Assessing Food Quality Using Deep Learning | 8/2019 - 12/2019

  • Predicted Intramuscular fat of lamb using Siamese Convolution Neural Networks, achieve 70% accuracy on test set
  • Presented project at Ingenuity 2019, South Australia's biggest engineering, computer and mathematical science student EXPO at Adelaide Convention Centre
  • Co-operated with Agricultural-Technique company MEQ, supervised by Professor Bradley Alexander from University of Adelaide

Extra Cirriculum Project Experience

Telstra & Faculty of Engineering and Information Technology Innovation Challenge | 7/2021

  • Worked in a team connect with Telstra and present solutions to support the AgriTech industry on the topic "giving vaccination to livestock"
  • Received the 1st place with reward among 30 teams from the University of Melbourne


Adelaide Engage Work Experience Network | 7/2019

  • Worked in a team on real life project identified by a non-profit organization: GP Partner Australia for 3 weeks
  • Played the consultant role, conducted marketing analysis and engage with industry partners to deliver a business strategy of promoting 'Ask Katie' application
  • Communicated with mentors and client to inform them our team's process regularly

Certification

  • PTE English Test: Proficient level Listening 74, Reading 77, Speaking 79, Writing 74 (out of 90)
  • AWS Cloud Practitioner Certificate, obtained in July 2021, ends in July 2024
  • Deloitte STEM Connect Virtual Experience Program
  • Database Administrator (ANZSCO Code 262111) skills assessed by Australia Computer Society
  • EX Australia Computer Society Member, ended in April 2022


referee

Madhumita Mazumdar

General Manager ICT at Journey Beyond

Contact details available on request


Cedric Hemmert

Director at Hoptech

Contact details available on request

Interests

Kaggle competition, Coursera/Udemy online courses, cryptocurrency, traveling, badminton, etc.

Timeline

Data Engineer

Hoptech Pty Ltd
11.2021 - Current

Academic Tutor (contract)

JR Academy
07.2021 - Current

Web Developer Intern

Global Export Management (GEM Solutions)
03.2021 - 06.2021

Machine Learning Engineer (Contract)

YoungerKingdom Information Technology Co.
12.2019 - 06.2020

Mobile App Developer Intern

Journey Beyond
08.2019 - 11.2019

M.D. - Information Technology (Major in AI)

University of Melbourne

Bachelor of Computer Science (Advanced) -

The University of Adelaide

Foundation Study - STEM Courses

The University Of Adelaide College
Yinhao DengData Engineer + Analyst