Ehtasham Janjua

"Finding the optimal 2D representation for time series data in signals Identification and anomaly detection in a defined CNN" Successfully created 2d preprocessors for converting time series data & signal processing techniques to create 2d images like Spectrograms & Scaleograms Developed ML pipeline, CNN models, Optimization & Finetuning **Internship in Signal Processing and Machine Learning: Oct~Dec 2020** Keywords: Python, Image & Signal Processing, PyTorch, Tensorflow, Keras

Literature review of GANs, Progressive GANs, Style GANs, and Style GANS ADA Training, Validation, Fine-tuning, and, evaluation of Style GANs on a custom dataset. Validating Computer vision Proof of Concepts for different domains. Implementation of dimensionality reduction using PCA and SVD. Designing helper functions for image pre-processing, and custom utility additions Assisting in the Front end using Streamlit and SQL Alchemy

Technical evaluation of equipment offered. Designing Acceptance TestProcedures to carry out inspection. Performing proof of concepts in IT & Engineering domains Analyzing the apparatus with appropriate functional, environmental andlaboratory tests. Writing Testing scripts and algorithms

Digital Signal processing | Deep Learning | Image Processing | Software Architecture | Videocoding | Computer Vision | System security