KYUNG MO KWEON

• Convert Sign Langauge to English words
• Achieved the WER(Word Error Rate) of 43.8%
• Used Plain Hidden Markov Models and Ensembles

• GitHub: link

• Implemented and compared multiple reinforcement learning algorithms using Tensorflow:
  • DQN (in R and Python)
  • DDQN
  • PAAC
  • Policy Gradients
  • A3C

• Used random forest to categorize my monthly expenditures
• Visualized monthly spending in comparison to the previous month

• GitHub: link

• Segmented vehicles on a picture or a video frame with the IOU (Intersection of Union) of ~80%
• Implemented the Convolutional Networks for Image Segmentation (U-Net) from scratch

• GitHub

• Generates a path plan that can drive on the highway
• Implemented an efficient(lane change if necessary) and safe trajectory

• GitHub

• Successfully drove vehicles autonomously, maintaining high-speed of over 70+ mph
• Implemented a model predictive controller in the simulator
• Used C++ and WebSocket to communicate with the simulator

• GitHub: link

• Localized the vehicle in the simulator with the root mean squared error (RMSE) of ~0.1
• Implemented Unscented Kalman Filter in C++
• Used googletest to follow the Test Driven Development (TDD)

• GitHub: link

• Used the multiple layers of Convolution Neural Network(CNN) in Keras
• Used image augmentation tricks such as color shift, rotation, and zooming.
• Achieved 98.01% accuracy on the test data

• GitHub: link

• Used OpenCV to detect driving lanes on the road
• Used canny edge detection and color thresholding
• Written in Python

• Jupyter Notebook: link

• Use Webpack, Pug, Sass

• Demo
• GitLab

• Fruits/Vegetable Marketplace Demo
• Admin users can create an order using a custom chatbot
• Used Elixir, Phoenix, Bootstrap, WebSocket, ES6

• Demo
• GitHub

PR-12 is the reading/study group organized in Tensorflow KR Facebook Group. The objective is to read/discuss deep learning papers every week hosted in Awesome Deep Learning Papers.

• Demo
• GitHub

• Control smart home plugs such as Phillips Hue and TP Link smart plugs
• Used Ajax, Webpack, Elm, ES6, CSS

• GitHub

• Convert English Sentence to Nato Phonetic Words

For example,

M   ⟼   Mike
O   ⟼   Oscar

K   ⟼   Kilo
W   ⟼   Whiskey
E   ⟼   Echo
O   ⟼   Oscar
N   ⟼   November

• Used Elm, CSS

• Demo
• GitHub

• Kaggle is a competition website for data scientist
• This is a clone version of Kaggle using Django, Postgres

• Demo
• GitHub

• Users can set up a price alert with the target price
• Users will get an alert if the price goes down to the target price
• Flask and MongoDB were used

• Demo
• GitHub

• Users can write/upvote/downvote a question
• Sync real-time using websockets
• Written in Elm

• GitHub

• Used the openweathermap.org API service to query a weather of a city
• Angular.js(v1)

• Demo
• GitHub

• Implemented RESTful Blog service through Django Rest Framework

• GitHub

Record your shell session and produce in the markdown format

• GitHub

Shell Implementation in Scala

• GitHub

Turn this code

  div {
    display: flex;
  }

into

  div {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
  }

• GitHub

Open any git repository file in the browser in GitHub Respository

gbrowse # open current branch in GitHub (e.g., https://github.com/kkweon/gbrowse/tree/master)
gbrowse src/index.ts # (e.g., https://github.com/kkweon/gbrowse/tree/master/src/index.ts)

• GitHub

Export trello cards to text with Slack markdown format

• GitHub

• There is a shuttle bus from Broadway CalTrain Station to Millbrae CalTrain Station
• Created a simple Alexa skill that users can ask Alexa to get the shuttle bus schedule
• Used Node.js, AWS Serverless Lambda, Mocha, TDD

• Amazon
• GitHub

• Allows users to lookup Keras API easily
• Created a Keras docset for Zeal/Dash

• GitHub

• Identicon refers to an image that is unique and can represent one’s identity (Like UUID but in image format)
• Used Elixir and Erlang library

• GitHub

• Valuable machine learning related information are posted in /r/MachineLearning every day
• Instead of visiting the website and risking my time (since it’s very addictive), I wrote a crawler that crawls the top 20 posts and sends me an email
• Used Haskell, Stack, Docker

• GitHub

• Created to teach people deep learning and reinforcement learning in Tensorflow
• Maintainer for both repositories

• DeepLearningZeroToAll
• ReinforcementZeroToAll