Research/Blog
#CellStratAILab #disrupt4.0 #WeCreateAISuperstars #WhereLearningNeverStops
- May 15, 2020
- Posted by: vsinghal
- Category: Computer Vision Deep Learning Financial Services Machine Learning
Last Saturday 9th May ’20, our AI Lab researchers presented some superb sessions.
Credit Risk Modelling with ML :-
First, RameshBabu L. presented an excellent session on Credit Risk Modelling.
Credit risk modeling refers to data driven risk models which calculates the chances of a borrower defaults on loan (or credit card). Logistic regression method is used to arrive at Probability of default and the data is pre-processed using Weight of Evidence/Information value.
Continuous/Categorical values are processed with Fine Classing and coarse classing methods.
Generative Modelling with SINGANs :-
Next came a wonderful session on SINGANs by Jani Basha, a special type of GAN model which allows the model to train from a single image only. This is extremely useful for those GAN use cases where larger set of training images are not available.
SINGAN uses patches in the single image to learn in a cascading stacked GAN model. It has a Pyramid of fully convolutional GANS for learning from many patches and different scales of the same image. SINGAN finds use in applications such Super Resolution, Image Editing, Hormonization, Paint2Image, Single Image Animation etc.
![](https://www.cellstrat.com/wp-content/uploads/2020/05/SINGAN-appls-1.png)
![](https://www.cellstrat.com/wp-content/uploads/2020/05/SINGAN-architecture-1.png)
CellStrat AI Lab Meetup on 16th May ’20 :-
Interested in world class AI ML skilling and research ? Then join CellStrat AI Lab – India’s No 1 open AI Lab. Attend our AI Lab meetup tomorrow to experience the AI revolution :-
Register : https://bit.ly/2SOxwvy
Topic : Transformers for NLP, Dialog for NLG
Date : Saturday 16th May 2020, 10:30 AM – 4:00 PM IST
Presenters : Indrajit Singh, Salim Ansari
See you tomorrow for this meetup ! Let’s disrupt the world with AI, together !
Questions ? Please feel free to call me at +91-9742800566 !
Best Regards,
Vivek Singhal
Co-Founder & Chief Data Scientist, CellStrat
+91-9742800566