Junior AI/ML Engineer • Software Architect • Team Leader
Currently working as a Junior AI/ML Engineer with 1+ years of experience in fine-tuning transformer models and building production ML systems. Specialized in LLMs, BERT, GPT, T5 architectures with expertise in PyTorch, TensorFlow, and PEFT. Strong software engineering foundation with clean architecture patterns and scalable system design. Started my professional journey at 16 and secured my first internship in sophomore year.
Junior AI/ML Engineer with proven expertise in transformer models and production systems
Started working at 16 and secured my first internship in my sophomore year. Currently a Junior AI/ML Engineer while pursuing my Bachelor's in AI/ML Engineering at Northern Arizona University. I specialize in fine-tuning transformer models (LLMs, BERT, GPT, T5), implementing software architecture patterns, and building scalable production ML systems. My approach combines 1+ years of hands-on AI/ML experience with solid software engineering principles, emphasizing clean architecture, modular design, and maintainable code for production-ready AI solutions.
My professional and academic journey
Current Role: Fine-tuning large language models (LLMs) across transformer architectures (text-to-text, image-to-text) using PyTorch, TensorFlow, Transformers, and PEFT. Production ML Systems: Developing and deploying machine learning pipelines from scratch, improving efficiency of training and inference processes. Real-world Impact: Implementing production-grade systems with emphasis on scalability, performance optimization, and business-ready AI solutions. Cross-functional Teamwork: Collaborating with engineering teams to deliver AI solutions that meet technical and business requirements.
Transformer Model Expertise: Fine-tuned encoder, decoder, and encoder–decoder transformers, optimizing inference performance for various NLP and multi-modal tasks. OpenAI-Compatible API: Built a specialized API compatible with OpenAI standards for integration and user context management in production environments. Massive Code Contributions: Contributed 50K+ new lines of code and refactored 30K+ lines, applying ML engineering best practices and clean architecture patterns. ML Documentation Leadership: Authored 100+ pages of ML/LLM technical documentation covering model architectures, training pipelines, and evaluation protocols.
PMS Development: Contributed to code development and troubleshooting in Go, PHP, JavaScript, CSS, and HTML for a comprehensive Property Management System, ensuring functionality across all services. DevOps Leadership: Supported DevOps workflows, leading code integration, debugging, and deployment processes. Team Collaboration: Collaborated with the engineering team to maintain service reliability and implement best practices for system maintenance.
First Internship Achievement: Secured this position in my sophomore year, marking the beginning of my professional journey. Software Architecture Excellence: Applied software architecture principles (modular design, clean architecture, and design patterns) to build scalable and maintainable systems. PMS Expertise: Worked within Product Management Systems, collaborating in planning, development, and delivery workflows. Testing Innovation: Designed and implemented a dedicated testing service, ensuring reliability, automation, and integration. Best Practices Leadership: Followed and promoted best practices in code quality, refactoring, and documentation.
Early Leadership Development: At age 18, took responsibility for the afternoon shift team, coordinating tasks, distributing roles, and ensuring smooth service operations. Multi-role Excellence: Worked as barista, waiter, and kitchen assistant, with additional responsibilities in sales and customer interaction. Team Development: Gained leadership and teamwork skills, fostering collaboration and maintaining service quality under high-demand periods. Skill Building: Strengthened abilities in public relations, customer service, sales, and active learning while managing team dynamics.
Early Work Experience: Started working at age 16, gaining valuable work ethic and discipline during summer breaks from high school. Team Collaboration: Worked in collaborative teams to complete construction projects on schedule while adhering to strict safety standards. Physical & Mental Discipline: Gained hands-on experience in disciplined, physically demanding work environments, emphasizing reliability and responsibility. Project Support: Assisted in site preparation, equipment handling, and quality control to support timely project completion over two consecutive summers.
Relevant Coursework: C, C++, Java, Python, Golang, TypeScript, bash, HTML and more. Core Subjects: Artificial Intelligence, Machine Learning, Unsupervised Learning, Deep Learning, Natural Language Processing. Final Year Focus: Advanced AI/ML systems, production machine learning, and real-world application development.
Leadership Excellence: Led 6+ member teams in project design and delivery under intense time pressure, demonstrating strong leadership capabilities. Agile Methodology: Applied agile collaboration, pair programming, and effective project coordination across multiple high-stakes hackathon events. Cross-functional Management: Successfully managed diverse teams with different technical backgrounds and skill levels. Innovation Under Pressure: Consistently delivered innovative solutions while maintaining team morale and productivity in competitive environments.
Advocated for peers and coordinated initiatives across the department. Served as a liaison between students and faculty to improve academic programs and student experience.
Educational Leadership: Specialized in content creation on TikTok, sharing engaging and educational videos about Computer Science, Artificial Intelligence, and Software Engineering. Community Impact: Mission to inspire curiosity, simplify technology, and make learning both accessible and enjoyable for a broad audience. Technical Communication: Blending creativity with technical expertise to transform complex AI/ML and software engineering topics into digestible content. Knowledge Transfer: Building a platform for technical education and community engagement in the tech space.
Technologies and tools I master
Professional testimonials from colleagues and supervisors
Technology Director at Imascono
Development of Innovative Products
"Juan José has been the best intern I've had in the last 5 years. From his very first week with us, he made an impressive impact: he quickly grasped the key concepts of LLMs and fine-tuning, and successfully debugged and optimized a fine-tuning project. Since then, he has continued to evolve the architecture, code, training datasets, and documentation."
"During this time, Juan José has consistently demonstrated hard work, strong skills in AI development, and a remarkable blend of passion and creativity."
DevOps Engineer at Trioteca
"I had the pleasure of working with Juan José at Entertainment Solutions, where he contributed to our software development team. Throughout his time with us, he demonstrated a strong foundation in programming, problem-solving, and software design."
Have a project in mind? Let's talk!
jserranom04@gmail.com
(725) 290-5641
Flagstaff, AZ
Mon - Sun: 6:00 - 20:00