Ayush Aryan

Mainframe Validation Automation

• Developed an application that automates the subsystem Validation Process using Django, Redis, Celery, FastAPI, PostgreSQL.
• Scaled the application using Kubernetes and implemented failure management.
• Made the Architecture compatible with both x86 and s390x.

Chaos Testing on Mainframe

• Developed an Ansible-based subsystem chaos testing for improving the system resilience.
• Used Django as backend, Redis for event streams and In-memory database.

DB2 Alerting and Monitering

• Developed a monitoring system across all production DB2 databases using Django and Kubernetes CronJob.
• Automated ServiceNow Incident generation using APIs
• Implemented Email and Slack alerting.

• Developed a stable and robust deep-learning based architecture for univariate time series forecasting with LSTM as base model using Python and Keras
• Various modelling techniques were explored including ensemble and gridsearch hyper parameter tuning

Image De-noising in C

• Developed a software that takes noisy images as input and apply various noise reduction algorithms on it and outputs de-noised image
• The noise removal algorithms implement in our project were gaussian, median and wiener filters

Lane Segmentation for Self-Driving Car

• CNN-based Encoder-Decoder model to segment the Traffic Environment into different entities.
• Implemented UNet based Architecture with custom loss function and IoU for evaluation metric