Developer
MingYi Bi
Machine Learning Developer
LiaoNing, China
Python
Keras
Tensorflow
C/C++
SQL
JavaScript
PyQt
PHP
Node.js
AWS/Google Cloud
About
I major in machine learning, deep learning and related frameworks such as Keras. My research focuses on object classification as well as time series forecasting. Besides, I also develop desktop/mobile/web applications to use deep learning models.
Skills
Languages
Python, C/C++/C#, PHP, JavaScript, CSS, SQL
Frameworks
Tensorflow, .NET, Keras
Libraries/APIs
Numpy, Pandas, OpenCV, Node.JS, WebGL
Platforms
Docket, Kubernates, AWS, Google Cloud
Storage
SQLlite, MySQL, MongoDB
Tools
Visual Studio
Experience
Python
5 years
C/C++
10 years
C#
6 years
Qt
10 years
JavaScript
5 years
Node.js
3 years
PHP
6 years
Hightlight Projects

Age/Emotion Recognition Application

Detect face from live camera/video with 5 emotions and age
Emotiva
Emotiva

This is based on deep-learning model. Faces are detected with a pre-trained models from dlib/OpenCV. Detected faces are transformed to get emotions and age with sex.

https://youtu.be/B3QXRbkJwSA

Automatic License Plate Recognition

Detects vehicle license plates from CCTV stream.
CamfyVision Innovations
CamfyVision Innovations
  • About 60k car license plates were collected to train CNN model.
  • QT5.8 was used for GUI.


Stocks Prediction

Predicts the bitcoin price based on past time series data.
KoinWatch
KoinWatch
  • Based on XGBoost and DeepQ neural network.
  • Implemented with Tensorflow-js.
Work Experience
Full-Stack Developer
Freelancer
|
Jun 2013 - Present
  • Desktop application development based on C/C++/QT
  • Image processing applications based on OpenCV.
  • Artificial intelligence models based on Keras.
  • Trading bots on NinjaTrader/MetaTrader/NiceHash.
  • Scrapying from website.
  • Mobile/Web application development
  • MySQL management
Python
C/C++
C#
Qt
Machine Learning
Education

ShangHai JiaoTong University

Shanghai, China
|
Apr 2007 - Jun 2011
Bachelor Degree on Computer Science
Certifications

C++/Python

Jan 2019 - Permanent
LinkedIn