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MASTER’S IN COMPUTER SCIENCE – UNIVERSITY OF MINNESOTA DULUTH (AUG 2019 –Present)
Major Courses: Machine Learning and Data mining, Artificial Intelligence, Database Management Systems, Advanced Algorithms & Data Structures
Thesis: Outlier Detection in Multi-dimensional data streams
BACHELORS IN ELECTRONIC ENGINEERING- NED UNIVERSITY OF ENG. AND TECH (2014-2017)
Relevant Courses: Calculus, Linear Algebra & Ordinary Differential Equations, Computer Architecture & Organization, Probability & Statistics, Numerical Methods, Microprocessor & Assembly Language, Fourier Analysis
Major Project: Weather station using Environmental sensors and Recurrent Neural Networks
OUTLIER DETECTION IN MULTI-DIMENSIONAL DATA STREAMS:
Developed outlier detection technique in java, using Apache Spark that detects an outlier/ anomaly in real-time in a multi-dimensional data space.
SMART WEATHER ALERT SYSTEM FOR DWELLERS OF DIFFERENT AREAS :
Developed a Weather station that reads data from environment using C and generates alerts for next 24 hours using Non-linear Autoregressive Exogenous Recurrent Neural Networks, in MATLAB.
GENETIC ALGORITHM MODIFICATIONS USING DIFFERENT TECHNIQUES:
Designed a genetic algorithm using different parent selection schemes and selected the one with best precision and Jaccard coefficient.
OBJECT DETECTION USING CONVOLUTIONAL NEURAL NETWORK:
Designed an image classification algorithm that uses Convolutional Neural Networks in Python and Tensorflow, another module using Linux-based system for YOLO algorithm.
OTHER PROJECTS: RFID based door lock system using MQTT protocol and Raspberry Pi, Maze solving and Line following robot, smart agriculture kit, conjunctive normal form for equations
GRADUATE TEACHING ASSISTANT- UNIVERSITY OF MINNESOTA DULUTH(AUG 2019- MAY 2020)
Assisted instructor and class of 220 students with C++ programming and a class of 30 students for Machine learning in R and Python.
MANAGEMENT TRAINEE ENGINEER- PAKISTAN OXYGEN LIMITED (JUN 2018- JUL 2020)
Designed attendance system for workers and contributed in saving 20 Million PKR by projects like Consumption reduction.
RESEARCH STUDENT- RESEARCH CENTER FOR ARTIFICIAL INTELLIGENCE (FEB 2016- OCT 2017)
Worked on research-based projects like smart irrigation systems based on AI and freelance industry-based projects and supervised juniors in lab.
MANAGING PARTNER & DATA SCIENCE LEAD - OPTICAL DOT (AUG 2018- AUG 2019)
Contributed in scaling the business to be among Top 25 Shortlisted Startups in TIE Pakistan startup cup. Smart healthcare mobile application proposed.
PLC Ladder logic
Areeha Durrani, Dr. Muhammad Khurram, Dr. H. R. Khan, “Smart Weather Alert System for Dwellers of Different Areas”, 16th International Bhurban Conference on Applied Sciences and Technology (IBCAST), 2019
Improving Deep Neural Networks: Hyperparameter tuning, Regularization & Optimization
Structuring Machine Learning Projects
Introduction to Data Science for Python
Intermediate Python for Data scientist
Python Data Science Toolbox
Importing Data in Python
Data Cleaning in Python
Supervised Learning with Scikit Learn
Deep Learning with Python
AMONG Top 25 SHORTLISTED STARTUPS- TIE Pakistan Startup cup 2019
8th Position among all startup Ideas- DICE VIC Competition 2017
2nd Position- Developing Maze Solving Robotic competition, NEDUET 2016
3rd Position- Developing Line Following Robotic competition, NEDUET 2015