Efe Tascioglu
Technical Project Manager, Reinforcement Learning Developer at University of Toronto Machine Intelligence Student Team (UTMIST)- Claim this Profile
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Bio
Experience
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University of Toronto Machine Intelligence Student Team (UTMIST)
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Canada
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Research Services
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1 - 100 Employee
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Technical Project Manager, Reinforcement Learning Developer
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Sep 2022 - Present
Virtual Creatures Team • Evolved and trained creatures with custom morphologies and neural structures using reinforcement learning in Unity. • Leading the development of multiagent collaboration in a new soccer environment. Virtual Creatures Team • Evolved and trained creatures with custom morphologies and neural structures using reinforcement learning in Unity. • Leading the development of multiagent collaboration in a new soccer environment.
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Hack the North
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Canada
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Non-profit Organizations
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1 - 100 Employee
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Computer Vision and Full Stack Developer
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Sep 2023 - Sep 2023
Hack the North 2023 Project - Iridis • Developed a physical heads-up display helmet record attendee faces & information to display it when you encountered them. • Used Computer Vision (CV) to scan and recognise faces, and created a realtime database to store users for further recollection. • Designed a backend API and deployed our code to create a fast, scalable system while allowing rapid prototyping. Hack the North 2023 Project - Iridis • Developed a physical heads-up display helmet record attendee faces & information to display it when you encountered them. • Used Computer Vision (CV) to scan and recognise faces, and created a realtime database to store users for further recollection. • Designed a backend API and deployed our code to create a fast, scalable system while allowing rapid prototyping.
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NerveX
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Canada
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Medical Equipment Manufacturing
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1 - 100 Employee
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Artificial Intelligence Engineer
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May 2023 - Aug 2023
• Performed feature engineering and unsupervised anomaly detection to detect seizures in epileptic dogs for improved treatment. • Designed algorithms to denoise biosignals and extract vital signals with 50% higher accuracy using noise detection and removal methods. • Developed and deployed microservices & algorithms at scale using AWS and Docker, and optimized existing algorithms to perform 3x faster. • Designed an autonomous robotic testing device which identified a critical flaw in production products Show less
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Robotics for Space Exploration
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Canada
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Defense and Space Manufacturing
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1 - 100 Employee
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Robotics Engineer
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Sep 2022 - Apr 2023
• Rapidly prototyped and developed a robotic arm for multipurpose use using Fusion 360, and electronics. • Performed rapid testing of hardware and software components to discover potential errors and limitations. • Rapidly prototyped and developed a robotic arm for multipurpose use using Fusion 360, and electronics. • Performed rapid testing of hardware and software components to discover potential errors and limitations.
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UofT Hatchery
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Canada
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Education Administration Programs
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1 - 100 Employee
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Tunescape Co-Founder, Full Stack Developer
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May 2022 - Jan 2023
• Founded a startup helping individuals discover new music on both web and mobile through the analysis of technical characteristics and AI. • Developed the backend for the application using Flask with Python, and frontend for the supported platforms using Flutter. • Implemented models with TensorFlow and used the Spotify API to fetch information and classify songs based on technical components. • Analyzed profits, costs, market acquisitions, created business pitch, created testing procedures and conducted over 100 market fit tests. Show less
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Hack the North
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Canada
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Non-profit Organizations
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1 - 100 Employee
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Full-stack Developer
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Sep 2022 - Sep 2022
• Designed and built an online tool to alleviate difficulties in organizing social events by automating activity recommendations & scheduling. • Transformed favourite activities into locations and slotted them into a dynamic timetable using Natural Language Processing (NLP). • Integrated with APIs including Cohere for natural language processing and Google Maps to create a roadmap of the day’s scheduled events. • Deployed our code and backend using Docker on Heroku creating a fast, scalable system while allowing rapid prototyping. Show less
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Adaptive Neurorehabilitation Systems Lab | University Health Network at UofT
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Toronto, Ontario, Canada
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Research Student and Developer
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Jun 2022 - Aug 2022
• Programmed, tested and documented MyndTech electrical stimulation devices, creating the first standard testing procedure for the group. • Designed, cut, and soldered circuits to act as an intermediary between stimulation devices and a DAC for testing purposes. • Programmed, tested and documented MyndTech electrical stimulation devices, creating the first standard testing procedure for the group. • Designed, cut, and soldered circuits to act as an intermediary between stimulation devices and a DAC for testing purposes.
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Touch Guitar Project
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Toronto, Ontario, Canada
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Engineer
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Jan 2022 - Apr 2022
• Designed and created a touch-screen add-on to a guitar to lessen the pressure required to press frets for arthritis patients (CAD & Prototype). • Communicated with stakeholders, identified key criteria: Reduced force required, ergonomic, authentic sound, maintain creative freedom. • Accomplished a 97% reduction in force required while maintaining 89%-94% of the original sound quality. • Designed and created a touch-screen add-on to a guitar to lessen the pressure required to press frets for arthritis patients (CAD & Prototype). • Communicated with stakeholders, identified key criteria: Reduced force required, ergonomic, authentic sound, maintain creative freedom. • Accomplished a 97% reduction in force required while maintaining 89%-94% of the original sound quality.
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UTM IMI AI Case Competition - Finalist
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Toronto, Ontario, Canada
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Machine Learning Developer
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Jan 2022 - Mar 2022
• Accurately identified corporate financial risk with over 80% accuracy using a random forest classifier on real dataset provided by CIBC. • Performed data cleaning, and feature engineering to achieve a more accurate model with reduced over-fitting. • Accurately identified corporate financial risk with over 80% accuracy using a random forest classifier on real dataset provided by CIBC. • Performed data cleaning, and feature engineering to achieve a more accurate model with reduced over-fitting.
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Daisy Intelligence Hackathon 2022
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Toronto, Ontario, Canada
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Machine Learning Developer
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Jan 2022 - Jan 2022
• Trained a logistic regression model capable of identifying major indicators of heart disease from over 70 variables. • Discovered parameters which were not part of the 14 variables used in literature but were key for identifying the severity of the disease. • Trained a logistic regression model capable of identifying major indicators of heart disease from over 70 variables. • Discovered parameters which were not part of the 14 variables used in literature but were key for identifying the severity of the disease.
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University of Toronto Engineering Competition (UTEK) - Finalist
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Toronto, Ontario, Canada
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Engineer
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Jan 2022 - Jan 2022
• Finalist in UTEK Junior Design 2022. • Designed and created a prototype robot for trash collection which is capable of capturing and store various forms of garbage. • Finalist in UTEK Junior Design 2022. • Designed and created a prototype robot for trash collection which is capable of capturing and store various forms of garbage.
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Software and AI Developer
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Sep 2018 - Jan 2022
• Built numerous software and AI based projects for hackathons such as Hack The North in 2019, 2020 and 2022 and HackThe6ix. • Participated and won awards in specialized hackathons like Citizen Hack for building a bot to help transfer currency while retaining privacy. • Other projects include using PyTorch, TensorFlow, Scikit Learn, and Javascript, such as a random forest classifier to predict seismic activity. • Built numerous software and AI based projects for hackathons such as Hack The North in 2019, 2020 and 2022 and HackThe6ix. • Participated and won awards in specialized hackathons like Citizen Hack for building a bot to help transfer currency while retaining privacy. • Other projects include using PyTorch, TensorFlow, Scikit Learn, and Javascript, such as a random forest classifier to predict seismic activity.
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York Mills Programming Design Team
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Toronto, Ontario, Canada
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President & Founder
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Sep 2020 - Jun 2021
President & Founder (1 Year) • Identified an absence of design and engineering based clubs during the pandemic and founded a club focusing on software development. • Taught how to create structured projects using Python, C#, and Unity to new students to build an ecosystem simulation program. • Hosted a 2 week Game-Jam using Python and C# (Unity) with the goal of inspiring students to get involved with software development. President & Founder (1 Year) • Identified an absence of design and engineering based clubs during the pandemic and founded a club focusing on software development. • Taught how to create structured projects using Python, C#, and Unity to new students to build an ecosystem simulation program. • Hosted a 2 week Game-Jam using Python and C# (Unity) with the goal of inspiring students to get involved with software development.
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Science Fair Design Project - Text to Braille
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Toronto, Ontario, Canada
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Electronics and Programming Inventor
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Sep 2018 - Jun 2021
• Received a Gold Medal in the Toronto Science Fair and a Silver Medal in the Canada Wide Science Fair. • Featured in Make Magazine as a Cutting Edge Contribution for building a reading aid for the visually impaired. • Identified an opportunity to provide a reading aid for the visually impaired through stakeholder interaction. • Created a device to capture an image of text and convert it to braille and audio in real time using both software and hardware. • Implemented using a Raspberry Pi with Embedded Linux and Python for processing, Arduino for I/O, cloud and OCR for processing. Show less
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York Mills Computer Science and Programming Club
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Toronto, Ontario, Canada
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Executive
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Sep 2018 - Jun 2021
Executive (1 Year) • Led team students learning foundations of programming using Python and prepared the team for competitive programming competitions. • Taught fundamental data structures like lists and maps as well as algorithms such as BFS, DFS, Dijkstra and Dynamic Programming. Executive (1 Year) • Led team students learning foundations of programming using Python and prepared the team for competitive programming competitions. • Taught fundamental data structures like lists and maps as well as algorithms such as BFS, DFS, Dijkstra and Dynamic Programming.
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York Mills Mathematics Club
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Toronto, Ontario, Canada
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President
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Sep 2018 - Jun 2021
President (1 Year), Vice President (1 Year) • Hosted a club in which individuals would explore and share complicated mathematics problems to further advance problem-solving skills. • Created mathematics problems and hosted a school-wide mathematics competition to demonstrate interesting areas of mathematics. President (1 Year), Vice President (1 Year) • Hosted a club in which individuals would explore and share complicated mathematics problems to further advance problem-solving skills. • Created mathematics problems and hosted a school-wide mathematics competition to demonstrate interesting areas of mathematics.
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Shad Canada
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Canada
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Higher Education
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300 - 400 Employee
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Play It By Ear Design Project - SHAD
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Jul 2020 - Jul 2020
• Designed an experiment to determine the behaviour of fluids in the human semicircular canals in space. • Worked on designing the experiment, researching risks & benefits, stating the purpose of the mission, and preparing a timeline. • Research on combating the effects of Vertigo on Earth, and the extreme loss of balance after returning from space. • Designed an experiment to determine the behaviour of fluids in the human semicircular canals in space. • Worked on designing the experiment, researching risks & benefits, stating the purpose of the mission, and preparing a timeline. • Research on combating the effects of Vertigo on Earth, and the extreme loss of balance after returning from space.
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York Mills Robotics Team - Team 29979 Titan Bots
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Toronto, Ontario, Canada
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Vice-President and Team Lead
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Sep 2018 - Jun 2020
Vice President (1 Year) • Effectively led, taught and trained a team of students to design, build and program VEX EDR robots for competitions such as Turning Point. • Responsible for design and build of one robot, designing the core drive-train, arm, and launcher to accurately shoot small balls to flip flags. • Developed robot software using Robot-C using sensor and controller data to create efficient autonomous & user-controlled modes. Vice President (1 Year) • Effectively led, taught and trained a team of students to design, build and program VEX EDR robots for competitions such as Turning Point. • Responsible for design and build of one robot, designing the core drive-train, arm, and launcher to accurately shoot small balls to flip flags. • Developed robot software using Robot-C using sensor and controller data to create efficient autonomous & user-controlled modes.
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Education
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University of Toronto
Bachelor of Applied Science in Engineering Science, GPA 3.81 -
York Mills Collegiate Institute
Ontario Secondary School Diploma, 98% -
Quantum Cryptography School for Young Students
Quantum Computing