Stan Potums Email & Phone Number

Brisbane, Queensland, Australia

Leading Computer Vision projects at KJR.Key responsibilities and projects:• Data and ML Quality Assurance: Contributing and applying our Validation Driven Machine Learning Methodology• Develop and Deploy Models on Edge Devices: Orchestrate the full cycle of developing and deploying object detection models on edge devices. This includes overseeing dataset curation with a focus on differential privacy, establishing rigorous label guides and come up with sampling strategies. I emphasise model training using data-centric approaches, experiment logging, and research in responsible AI. Post-training, I lead efforts in model testing, edge deployment, and active learning strategies to refine and evolve model performance continuously.• MLOps & DevOps Enhancements: Implement MLOps pipelines, enhancing model development lifecycle efficiency. Develop DevOps strategies that optimize software build and deployment processes, ensuring project consistency, speed, and high-quality output.• Geospatial Data Engineering and Remote Sensing: Leading projects utilizing drone data for environmental monitoring, including detecting and counting feral animals with thermal videos and identifying litter hotspots using RGB nadir imagery. I develop optimized capturing strategies for drone pilots, create comprehensive data lakes to manage geospatial data, and work with custom geovideo annotator tools to extract and analyze telemetry data. Additionally, I leverage WebODM for photogrammetry to generate maps and analyze them in QGIS, identifying object counts and hotspots. This end-to-end pipeline encompasses data collection, storage, processing, and analysis, ensuring precise geospatial tagging and actionable insights.

Brisbane, Queensland, Australia

Brisbane Climate Crew is a community of Brisbane change-makers advocating for climate change solutions and the achievement of net zero emissions. Whether working in/on sustainability and climate, studying it, building a company in it, in the government or non-profit sector, or simply trying to find your place, we welcome anyone who shares this mission. We aim to facilitate communication and connection-building through in-person meetups.

Brisbane, Queensland, Australia

Leading Computer Vision projects at Smart AI Connect, Datarwe and KJR.Key responsibilities and projects:• Develop and Deploy Models on Edge Devices: Orchestrate the full cycle of developing and deploying object detection models on edge devices. This includes overseeing dataset curation with a focus on differential privacy, establishing rigorous label guides and come up with sampling strategies. I emphasise model training using data-centric approaches, experiment logging, and research in responsible AI. Post-training, I lead efforts in model testing, edge deployment, and active learning strategies to refine and evolve model performance continuously.• MLOps & DevOps Enhancements: Implement MLOps pipelines, enhancing model development lifecycle efficiency. Develop DevOps strategies that optimize software build and deployment processes, ensuring project consistency, speed, and high-quality output.• Geospatial Data Engineering and Remote Sensing: Leading projects utilizing drone data for environmental monitoring, including detecting and counting feral animals with thermal videos and identifying litter hotspots using RGB nadir imagery. I develop optimized capturing strategies for drone pilots, create comprehensive data lakes to manage geospatial data, and work with custom geovideo annotator tools to extract and analyze telemetry data. Additionally, I leverage WebODM for photogrammetry to generate maps and analyze them in QGIS, identifying object counts and hotspots. This end-to-end pipeline encompasses data collection, storage, processing, and analysis, ensuring precise geospatial tagging and actionable insights.• Project Leadership & Team Development: Managed/manage 7 interns, 5 new starters and PhD candidates. Guiding them in Computer Vision, MLE, Project Management, Collaboration, Software Engineering, ...

Gold Coast, Queensland, Australia

• Built litter drone app which takes in drone footage and returns the geo coordinates of all pieces of detected rubbish on beaches plotted on Google Earth, this helps beach clean up organisations better deploy their staff/volunteers.• Started building a problem agnostic solution for getting meaningful geo data from drone footage.

Gold Coast, Queensland, Australia

• Researching, improving and engineering deep learning natural image matting solutions• Optimising, compiling, deploying and benchmarking deep learning models on several AWS instances

Brisbane, Queensland, Australia

• Developing sites and apps in an Agile (Scrum) environment. (Trained and certified as a Scrum Master)• Developing on a CMS based on Symphony components and using tools like sass, es6, gulp and git.• Writing scripts in Python and Shell to automate "the boring stuff" and increasingly optimise continuous integration pipeline in Github and Buddy Works.

Brisbane, Australia

• Developing websites with custom WordPress themes and code/plugins• Front and Back End development • Hooks, filters, CPTs, Custom taxonomies• Extending WooCommerce• Optimising speed on WordPress installs• Troubleshooting/fixing issues on externally built websites• Little bit of DevOps tasks - related to client sites• Writing SQL scripts for altering database entries

Brisbane, Australia

• Designed, developed, and maintained websites using WordPress CMS, including setting up plugins, API integrations, and conducting SEO optimization (keyword research, link building, on-page optimization).• Integrated an automated system for subscribers, ensuring content was unlocked automatically based on subscription status.• Integrated a payment gateway using Stripe for seamless and secure online transactions.• Implemented marketing automation and CRM integrations to enhance customer relationship management and streamline marketing processes.• Developed lead generation strategies, including organizing events, free downloads, webinars, and quizzes.• Promoted and coordinated events/Meetups, handling logistics and marketing to ensure successful execution.

Brisbane, Australia

• Developed a social media content strategy that grows our Instagram account with 7%/week.• Redesigned the WordPress website to reduce bounce rates and increase conversions.• Doing target audience research using Facebook Ads Insights, Instagram Insights, Google Analytics and SurveyMonkey.• Graphic design and video editing. Creating visual Social Media content for Facebook, Instagram and Youtube using Canva and adobe creative cloud.

Antwerp Area, Belgium

Synergie is Europe’s 5th largest recruitment company, I was part of the digital team at HQ for Synergie Belgium.Web development:• Creating mockups, wireframing and technical analyses with conversion optimization (and thus UX too) as main goal.• Maintain and extend our Drupal 7 Website (including coding custom modules and theming by writing PHP and SQL)• Google Analytics: detecting issues and Conversion Rate Optimization (CRO).Digital marketing:• Creating and executing campaigns through different channels like Facebook, LinkedIn and Indeed.• Analysing and improving those campaigns through analytics• Advising and crafting website improvements for increased conversion-rate and user satisfaction.• Content creation for Facebook and web. Mainly in video, graphical, and written form.Event management:• Crafting campaigns, coordinating at the spot and everything in between

Mechelen

Newworld is a partner in overall brand activation in Belgium. As a team leader/field coordinator, I ensured the implementation and evaluation of projects. Key responsibilities• Managing crew on site• Solving unpredicted problems• Provide and discuss feedback on projects

Practical Deep Learning For Coders, Artificial Intelligence

In-person participant in the Practical Deep Learning for Coders course by fast.ai hosted in Brisbane (provided by Queensland AI Hub). I'm.

Diploma, Leadership And Management

To have a better sense of the Australian work culture, I decided to take a business course in Australia. My sense of responsibility.

Bachelor Of Business Administration - Bba, Law

Activities and Societies: Practicum governance, Practicum business/entrepreneurship, Practicum social & fiscal topics- As a trained.

Interactive Multimedia Design

Activities and Societies: HTML, CSS, Javascript, Java, Photoshop, PHP, DrupalWeb design, creating artwork and coding are the main topics.

Communications Management

Formation focused on marketing, public relations, and event management. Gained insights in economics helps me understanding how supply.

Education record