- intelligent mock interview software system designed for everyone
- real-time interaction with a virtual interviewer utilizing speech synthesize and recognition
- text analysis, emotion recognition, as well as blink detection
- customized feedback with data visualization
- Django framework
- Frontend: HTML/CSS/Javascript
- Backend: Python
- Database: SQLite3
- Blink
- Detect the blinking times by opencv and dlib
- Implement the model refered from Real-Time Eye Blink Detection using Facial Landmarks(2016)
- Emotion
- Recognize the user emotion, including angry, sad, happy, surprise, fear, and neutral by Tensorflow, Keras, and opencv
- Implement the model refered from Real-time Convolutional Neural Networks for Emotion and Gender Classification(2017)
- GTTS
- Randomize and shuffle the questions from database according to the job which user had chosen
- Submit the users' reply and recorded videos to analyze and save the results in the database
- MockInterview
- Django main settings
- nlp
- Analyze the answers in different aspects with several models
- NLTK for preprocessing
- Sentiment Analysis
- Logistic Regression and SDGClassifier from sklearn linear model to classify word corpus from NLTK Twiitter
- MultinomialNB and BernoulliNB from sklearn naive_bayes to calculate the result confidence percentage
- Gensim
- Create the model from the data corpus which crawling professional technology and finance terms from web by Selenium and Beautifulsoup
- Compare the user reply and self-defined keywords to compare the words similarity
- Skip-Gram Model
- Assist system to give questions that similar to the last reply from the user
- Adopt Recurrent Neural Network to deal with the sequentialed data
- Google Bert
- Compare the similarity between answer and user reply thorugh Torch framework
- Aggregate every aspect and visualize the customized results
- questions
- Collect data to database as easier way for the system administrator
- Use News API to crawl the famous companies' and industries' news
- users
- Define pages relevant to personal account and news
- templates
- Create and design web pages
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent