Bilal Ayub
Data Scientist at Seeloz- Claim this Profile
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English Professional working proficiency
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Urdu Native or bilingual proficiency
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Bio
Experience
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Seeloz
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United States
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Software Development
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1 - 100 Employee
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Data Scientist
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Apr 2022 - Present
Seeloz is a global leader in supply chain automation and innovator of Autonomous Requirements Planning (ARP) that Leverages AI to automate large scale supply chain operations. * Devised and implemented production strategy for autonomous decisioning in supply chains. Mine and Analysed the supply chain EPR data (Oracle/SAP/Microsoft Dynamics 365) using Google BigQuery to obtain actionable business insights for modelling and optimization of supply chain processes. * Implemented advanced procurement techniques based on deep reinforcement learning (RL) to optimize inventory management for Seeloz clients, resulting in significantly improved performance compared to traditional supply chain models such as ROP, TPOP, and EOQ. * Designed and Developed MLOps pipeline using Azure Machine Learning module that train multiple RL models in parallel using RayLib(RL) and Gym to perform hyperparameter optimization using GridSearch technique. * Mathematically Derived and Implemented a solution to ensure zero stockouts while minimizing inventory for one of our supply chain model i.e. ROP * Built an interactive Dashboard in Python Dash package to simultaneously compare model performance for multiple RL models with an additional capacity to benchmark it against traditional supply chain models Show less
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Afiniti
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Bermuda
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Software Development
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700 & Above Employee
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Data Scientist - Artificial Intelligence
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Feb 2020 - Oct 2020
- Optimized Agent-Caller interaction in a call centre environment to drive improvement in customer satisfaction and client's KPIs. - Worked on some of the highest revenue clients T-Mobile in US, SKY Network in UK- Handled and Analysed large datasets from Clients and/or mined/acquired CRM dataset from 3rd Party Data Sources to generalize ML models, improve their capacity and ensuring their continuous integrity against benchmarked key indicators. - Build and Deployed Classical Machine Learning Predictive Models i.e. Decision Trees, Bayesian Modelling, Regression analysis, Ensemble Learning to intelligently deliver lift on client KPIs. - Developed Feature Engineering Pipeline using Random Forest Algorithm to reduce model overfitting and improve model accuracy. - Automated Hourly / Daily / Weekly Reports containing Visualizations and Insights for my team for analysis on Model performance, model hyperparameters and client's KPIs.- Directly managed teams and collaborated with them on several projects and line of businesses- Worked with cross-functional teams including ETL, DevOps, Data Engineering and Business Analytics to ensure smooth workflow from client onboarding to model deployment as well as communicating any challenges, improvements and ideas for continuous advancement of EBP product and services. Show less
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Data Analyst - Artificial Intelligence
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Nov 2017 - Jan 2020
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LUMS
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Lahore, Pakistan
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Undergraduate Student
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Aug 2013 - Jul 2017
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Lahore University of Management Sciences
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Pakistan
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Higher Education
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700 & Above Employee
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Research Assistant
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Jun 2016 - Aug 2016
I worked under the guidance of Dr. Ijaz on radar systems. Within the first few weeks basic concepts regarding the working of different types of radars and their uses were studied in detail. To put the theory into practice a MATLAB based ADSB receiver was designed . The receiver was successful in recording ADSB signals from the airplanes flying nearby. These signals were decoded to extract information regarding the barometric and geometric altitudes, track angle and ground speed, flight identification and many more attributes of the aircraft. Towards the end of this internship, extensive of research papers was done. Show less
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Teaching Assistant
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Jan 2016 - May 2016
Experimental Physics Lab - The main task is to help the lab instructor in conducting the laboratory experiments designed for students.I supervised the following experiments 1. Finding the Latent Heat of Vaporization of Liquid Nitrogen and 2. Effect of Energy of Meteoroids on the Crater Diameter. The job description also include invigilating quizzes, midterms and final exams and grading the above mentioned instruments.
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Teaching Assistant
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Aug 2015 - Dec 2015
Experimental Physics Lab - The main task is to help the lab instructor in conducting the laboratory experiments designed for students.I supervised the following experiments 1. Finding the Latent Heat of Vaporization of Liquid Nitrogen and 2. Effect of Energy of Meteoroids on the Crater Diameter. The job description also include invigilating quizzes, midterms and final exams and grading the above mentioned instruments.
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Pak Elektron Limited
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Pakistan
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Appliances, Electrical, and Electronics Manufacturing
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700 & Above Employee
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Internship
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Aug 2015 - Aug 2015
The main focus of this internship was to learn the basic mechanical and electrical designs of different switchgear panels including HT and LT Panels. At the end of the internship we were given a project and performance in that project was well appreciated by our coordinator. The main focus of this internship was to learn the basic mechanical and electrical designs of different switchgear panels including HT and LT Panels. At the end of the internship we were given a project and performance in that project was well appreciated by our coordinator.
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Smartprep
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Education Administration Programs
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Instructor
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Jan 2011 - Jun 2013
I worked as an examiner and invigilate and diagnostic SAT 1 / SAT 2 / LCAT / SSE tests in different schools of lahore that included Aitchison College, LGS, BeaconHouse etc. I worked as an examiner and invigilate and diagnostic SAT 1 / SAT 2 / LCAT / SSE tests in different schools of lahore that included Aitchison College, LGS, BeaconHouse etc.
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Education
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Information Technology University
Master's in Data Science, Data Science -
Lahore University of Management Sciences
BS Electrical Engineering, Power -
BeaconHouse Defence Campus
A Levels, Physics, Chemistry, Biology, Mathematics -
Ibne Sina College
O Levels, Mathematics, Chemistry, Biology, Physics