Git Product home page Git Product logo

Hi, Iā€™m @IamJasonBian,

I'm a Data Engineer working on various optimization, sensoring, and analytics solutions to improve decision making prowess for stakeholders. Most of my projects are Python (flask, django, pandas), R (dplyr), Azure SQL, Azure Datalake, HTML, and Javascript based solutions with a ML or optimization engine. I believe in building small proof of concept projects, finding the correct value proposition and scaling them into large production systems.

Visit https://jasonbian.netlify.app/ to see more in-depth writeups on my projects.

I have an consulting company! Visit https://optimchain.github.io/Main/ to see how I can help you improve your supply chain operations.

Topics I'm interested in:

  • Supply Chain Analytics
  • Stochastic Processing/Modeling
  • Supplier Classification and Regression Problems
  • Time-Series Forecasting
  • Edge Processing and Stream Analytics
  • Cloud Event-Hubs and Telemetry Processing

Work Experience:

  • DTE Energy: Six Sigma ERP for contractors to centralize problem solving and data entry
  • Cummins: Factory floor level re-order point models for tooling. Dynamic inventory management for bottleneck machines
  • Microsoft: Regression models for datacenter capacity optimization, azure warehouse inventory buffering based on historical usage volatility, Azure data-lake based data engineering and dev-ops workflows

A few projects:

Heijunka Scheduler:

Heijunka Scheduler is a VBA and python based manufacturing scheduling solution with an point-in-time linear programming solve. Code is currently in production on two different product lines.

To see full implementation: Heijunka Whitepaper.pdf

image image

Riot-API-and-Match-History-Analytics:

Api for querying live league of legends data, concept here is to create personalized item analytics in R and python that give better decision insights than popular league analytics engines such as https://na.op.gg/

Repo: https://github.com/IamJasonBian/Riot-API-and-Match-History-Analytics

image

Cloud Hydroponics:

Cloud Based Sensoring Solution for flow telemetry.

Shown here is an early stage sensoring prototype with azure based alerting and app deployment. Code is currently proprietary and under development. Idea is to use Azure Cloud (Azure webapp, eventhub, azure datalake) to manage flow telemetry and provide an alerting/sensoring solution that is much cheaper than PowerBi/Stream Analytics solutions.

Repo: https://github.com/OptimChain/Cloud_Hydroponics

image

Optimized Van-Life:

Full data science ready Van and Livable space. Combining Optimization and Van-Life concepts to create a sustainable life on the road.

Repo: https://github.com/IamJasonBian/Van_Life/blob/main/README.md

image

QR ERP:

Cloud based ERP app for inventory management. Idea is to use QR code to automate the tracking of common standardized work elements that were previously done manual via excel.

Go to https://github.com/IamJasonBian/QR_ERP to see full solution.

image

3D Spatial Visualization:

3D Spatial Visualization contains 3d tools for visualizing time-series trajectories, go to the below link to see current live deployment:

https://sites.google.com/umich.edu/hfet-lab/lab-tools

https://github.com/IamJasonBian/Lab_Tools

Swingtech:

Proof of Concept Machine Learning 3d Spatial Classification and Visualization via sensors:

Site: http://swingtech.io/

Repo: https://github.com/IamJasonBian/SwingTech_Core

image

Concrete Canoe:

Concrete Canoe is an University of Michigan sponsered project where optimal Hull/Hydrostatics canoe exteriors are created for concrete canoes via simulation. Exact parameters are located in the implementation below in the Hull Design section. Maxsurf simulations were used design of experiments style to solve for the optimal hull shape.

See Hull Design section for my contribution! This was the fastest canoe in the past 10 years in competition.

UniversityofMichigan_TECH PAPER.pdf

image

Jason Bian's Projects

airflow icon airflow

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

airflow-quickstart icon airflow-quickstart

Get started with Apache Airflow. Check the README for instructions on how to run your first DAGs today. šŸš€

cloud_hydroponics icon cloud_hydroponics

Cloud Based Sensoring Solution for flow telemetry. Shown here is an early stage sensoring prototype with azure based alerting and app deployment.

pandas icon pandas

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    šŸ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. šŸ“ŠšŸ“ˆšŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ā¤ļø Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.