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This is a 3-month summer internship focused on exploring sensor fusion and machine learning operations (MLops). The intern will work on integrating light grid data with camera systems to improve accuracy and functionality. The main tasks include automating the retraining of machine learning models for vision processing, light grid tracking, classification, and advanced weapon detection systems. Additionally, the intern will support data collection and model improvement for real-world pilot scenarios. The internship requires a Bachelor's degree in Computer Science, Data Science, or a related field and proficiency in programming languages like Python.

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<h1>Business Unit:</h1>Cubic Transportation Systems<h1></h1><h1>Company Details:</h1><h1></h1>When you join Cubic, you become part of a company that creates and delivers technology solutions in transportation to make people’s lives easier by simplifying their daily journeys, and defense capabilities to help promote mission success and safety for those who serve their nation. Led by our talented teams around the world, Cubic is committed to solving global issues through innovation and service to our customers and partners. We have a top-tier portfolio of businesses, including Cubic Transportation Systems (CTS) and Cubic Defense (CD). Explore more on Cubic.com.<h1>Job Details:</h1>3 Month Jun-Aug Summer Internship Job Summary:&nbsp;Explore cutting-edge applications of sensor fusion and machine learning operations (MLops). As an intern, you will work on integrating light grid data with camera systems to enhance accuracy and functionality. Your primary focus will be on automating the retraining of our machine learning models, including those related to vision processing, light grid tracking and classification, and advanced weapon detection systems. Additionally, you will support data collection and model improvement as we transition toward real-world pilot scenarios, which present complex challenges and open exciting research opportunities. This internship is ideal for students passionate about machine learning, data fusion, and practical applications of AI in dynamic environments.Essential Job Duties and Responsibilities:<ul><li>Sensor fusion would be the focus of this internship. Future- synchronise the tracking from CCTV to Gate (Tracking synchronization of a person). Locate person to help guide station agent.</li><li>Light grid synchronization (timetamps between it and camera)</li><li>Assinging the label from the detected object/person of the camera to the lightgrid.</li><li>Control paddles opening timing based on location and label/class of object/person in light grid.</li><li>Output: Safety and security of passenger</li></ul>General Duties and Responsibilities:&nbsp;<ul><li>Stay up to date with the latest ML/AI research and technologies to implement innovative solutions.&nbsp;</li><li>Document ML/AI development processes and procedures for future reference and troubleshooting.&nbsp;</li><li>Communicate effectively with stakeholders to ensure ML/ AI solutions align with business objectives.&nbsp;</li></ul>Minimum Job Requirements: &nbsp;<ul><li>Bachelor's degree in Computer Science, Data Science, or a related field.&nbsp;</li></ul><ul><li>Proven experience in ML/AI development, including machine learning and deep learning.&nbsp;</li></ul><ul><li>Proficiency in programming languages such as Python, TensorFlow, PyTorch, OpenAI, NLP libraries.&nbsp;</li></ul><ul><li>Strong understanding of data science principles and methodologies.&nbsp;</li></ul><ul><li>Excellent problem-solving skills and attention to detail.&nbsp;</li></ul>Skills/Experience/Knowledge&nbsp;Essential:&nbsp;<ul><li>Proficiency in machine learning algorithms and techniques.&nbsp;</li></ul><ul><li>Experience with natural language processing (NLP) and computer vision.&nbsp;</li></ul><ul><li>Familiarity with cloud platforms such as AWS, Azure, or Google Cloud.&nbsp;</li></ul>Education and qualifications&nbsp;Essential:&nbsp;<ul><li>Bachelor's degree in Computer Science, Data Science, or a related field.&nbsp;</li></ul>Desirable:&nbsp;<ul><li>Master's degree in AI, Machine Learning, or a related field.</li></ul>Personal Qualities&nbsp;<ul><li>It is essential for the candidate to have excellent English communication skills both oral and written – must be able to clearly communicate complex topics and decisions to an audience who doesn’t hold the same level of technical expertise, and be able to effectively discuss solution options and ensure they are understood&nbsp;&nbsp;</li></ul><ul><li>Someone who is always striving for continuous improvement and understands the need for change controls and coding best practices.&nbsp;</li></ul><ul><li>A positive work ethic, analytical thinker, and an effective communicator.&nbsp;</li></ul><ul><li>A self-motivated, focused individual with excellent interpersonal and presentation skills.&nbsp;</li></ul><ul><li>The ability to manage multiple initiatives simultaneously and capable of working effectively under pressure.&nbsp;</li></ul><ul><li>Able to work effectively with remote management, minimal supervision and regularly exercise discretion and decision-making.&nbsp;</li></ul><ul><li>Must be self-motivated with a positive attitude, and be proactive at recommending and implementing change initiatives&nbsp;</li></ul><ul><li>Ability to perform work requiring a high degree of accuracy. &nbsp;</li></ul><ul><li>Able to prioritize work, complete multiple tasks and work under tight deadlines. &nbsp;</li></ul><ul><li>Strong analytical and critical thinking skills.&nbsp;</li></ul><ul><li>Ability to adapt to changing technologies and business needs.&nbsp;</li></ul><ul><li>Enthusiasm for learning and staying current with AI advancements.&nbsp;</li></ul>Condition of Employment:&nbsp;Successful outcome of a National Police Check&nbsp;The description provided above is not intended to be an exhaustive list of all job duties, responsibilities, and requirements. Duties, responsibilities, and requirements may change over time and according to business need<h1>Worker Type:</h1>Employee

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- This assessment gives us an idea of your C++ skills - Companies that evaluate this skillset in interviews: Rockstar Games, Ubisoft, Mayhem Studios, etc. - 10 Multiple Choice questions - Average time to complete: 7 to 10 minutes

Let's assess your Data Structures! 📋 &nbsp;- This assessment gives us an idea of your problem solving skills using DSA - Companies that evaluate this skillset in interviews: MPL, LILA Games, GSN Games, etc. - 10 Multiple Choice questions - Average time to complete: 7 to 10 minutes

Let's assess your Programming Patterns! 📋- This assessment gives us an idea of your code architecture skills - Companies that evaluate this skillset in interviews: Dirtcube, PTW, Playshifu, etc. - 10 Multiple Choice questions - Average time to complete: 7 to 10 minutes

Let's assess your OOPs skills! 📋- This assessment gives us an idea of your fundamental OOPS concepts and Solid principles skills - Companies that evaluate this skillset in interviews: Hitwicket, GSN Games, Tomo Club, etc. - 10 Multiple Choice questions - Average time to complete: 7 to 10 minutes

Let's assess your Unity Skills 📋 - This assessment gives us an idea of your Unity fundamentals - Companies you can apply for after taking this assessment: Godspeed games, Salvation Games, nCore Games, etc. - 9 questions: 9 Multiple Choice - Minimum score needed to qualify: 80% - Average time to complete: 5 to 10 minutes

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As a Senior C++ Engineer at SmartBear, you will be involved in developing a key product, coordinating with frontend and backend teams, and contributing to technical discussions to align with product needs. You will drive high engineering standards through code reviews and ensure test coverage. The role involves collaborating with developers, testers, UX designers, and product managers across different locations. Test Hub is well suited to accomplish rapid test automation.

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<div>At SmartBear, we believe building great software starts with quality—and we’re helping our customers make that happen every day. Our solution hubs—SmartBear API Hub, SmartBear Insight Hub, and SmartBear Test Hub, featuring HaloAI, bring visibility and automation to software development, making it easier for teams to deliver high-quality software faster. SmartBear is trusted by over 16 million developers, testers, and software engineers at 32,000+ organizations – including innovators like Adobe, JetBlue, FedEx, and Microsoft. Senior software Engineer - Test Hub <ul> <li>Enhancing the testing tool by adopting modern backend technologies.</li> <li>Building and engineering a high-velocity, growing business built around the web, mobile, and desktop test automation market.</li> <li>Tech stack: C++, C#, Delphi, Windows programming (COM, WinApi), GUI (DevExpress)</li> </ul> Product intro &nbsp;All businesses today interact with their customers via an app, and the wide range of use cases and configurations available in the market today makes it extremely hard to deliver high-quality apps at speed. And end-users today do not have the time nor patience to interact with apps that are buggy. This amplifies the need for tooling that promotes rapid test automation, and Test hub is well suited to accomplish that. Go to our product page if you want to know more about Test Hub <a href="https://smartbear.com/test-hub/">https://smartbear.com/test-hub/</a> You can even have a free trial to check it out 😊 About the role As a Senior C++ Engineer, you will have the opportunity to build and engineer a high-velocity, growing business built around the web, mobile, and desktop test automation market. <ul> <li>Developing one of the key SmartBear products.</li> <li>Coordinating efforts and integrations between frontend and backend teams.</li> <li>Contributing to and leading technical discussions and requirement analysis with internal partners to drive alignment with product needs.</li> <li>Driving high engineering standards by engaging in peer design and code reviews, grooming sessions, etc.</li> <li>Ensuring test coverage and code quality are in line with established guidelines.</li> <li>Collaborating with teams of developers, testers, UX designers, and product managers geographically across different locations.</li> </ul> We are looking for you if you have:&nbsp; <ul> <li>Extensive experience in software engineering using C++.</li> <li>Knowledge of Delphi (Even though we are moving away from it, it remains part of the source code).</li> <li>6+ years of experience developing backend solutions.</li> <li>Experience with Windows Programming.</li> <li>Experience in CI/CD pipelines driving automation and quality, and building SDKs.</li> <li>Solid understanding of object-oriented programming and writing maintainable code with good tests.</li> <li>Knowledge of design patterns and performance best practices.</li> <li>BS degree in Computer Science, Software Engineering, or equivalent experience.</li> <li>English language skills at least B2 level.</li> </ul> Why you should join the SmartBear crew: <ul> <li>You can grow your career at every level.</li> <li>We invest in your success as well as the spaces where our teams come together to work, collaborate, and have fun.</li> <li>We love celebrating our SmartBears; we even encourage our crew to take their birthdays off.</li> <li>We are guided by a People and Culture organization - an important distinction for us. We think about our team holistically – the whole person.</li> <li>We celebrate our differences in experiences, viewpoints, and identities because we know it leads to better outcomes.</li> </ul> Did you know <ul> <li>Our main goal at SmartBear is to make our technology-driven world a better place.</li> <li>SmartBear is committed to ethical corporate practices and social responsibility, promoting good in all the communities we serve.</li> <li>SmartBear is headquartered in Somerville, MA with offices across the world including Galway Ireland, Bath, UK, Wroclaw, Poland and Bangalore, India.</li> <li>We’ve won major industry(product and company) awards including B2B Innovators Award, Content Marketing Association, IntellyX Digital Innovator and BuiltIn Best Places to Work.</li> </ul> &nbsp; "SmartBear is committed to creating an inclusive workplace for employees where all individuals are treated with respect and dignity. We are an equal opportunity employer and make employment decisions based on merit, qualifications, and business needs. We do not discriminate on the basis of race, color, religion, sex, national origin, age, gender, disability, veteran status, sexual orientation, or any other protected status under applicable laws. We are dedicated to fostering a workplace that reflects a diversity of thought and experience as well as our values of being smart, open, driven, accountable, and curious." #LI-PD1 &nbsp;</div>

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This assessment gives us an idea of your C++ skills- Companies that evaluate this skillset in interviews: Rockstar Games, Ubisoft, Mayhem Studios, etc.- 10 Multiple Choice questions- Average time to complete: 7 to 10 minutes

Let's assess your Data Structures! - This assessment gives us an idea of your problem solving skills using DSA- Companies that evaluate this skillset in interviews: MPL, LILA Games, GSN Games, etc.- 10 Multiple Choice questions

Data Structures and Algorithms

Let's assess your Programming Patterns! ????- This assessment gives us an idea of your code architecture skills- Companies that evaluate this skillset in interviews: Dirtcube, PTW, Playshifu, etc.

Programming Patterns

Let's assess your OOPs skills! ????- This assessment gives us an idea of your fundamental OOPS concepts and Solid principles skills- Companies that evaluate this skillset in interviews: Hitwicket, GSN Games, Tomo Club, etc.

Object Oriented Programming

Let's assess your Unity Skills ????- This assessment gives us an idea of your Unity fundamentals- Companies you can apply for after taking this assessment: Godspeed games, Salvation Games, nCore Games, etc.