Refactory Academy
For over half a century, Bibian Amito watched her mother fight a quiet, grueling battle with sickle cell disease. While Amito built a promising career as a telecommunications engineer, a deeper question personal to her family structure lingered. How can the power of technology be harnessed to relieve human suffering? Amito knew that data held the key to unlocking better medical outcomes and smarter network infrastructures, but she faced a steep hurdle—bridging the gap between traditional engineering and the highly specialized world of Artificial Intelligence (AI) and Machine Learning (ML).
The turning point arrived when Amito enrolled at Refactory Academy. Seeking to demystify the complex mathematics and algorithmic foundations behind modern technologies, she found an intensive tech skilling environment that became the ultimate catalyst for her career pivot.
“The experience was transformative,” Amito recalls. “One of the most impactful aspects was gaining an in-depth understanding of the mathematical and statistical principles behind AI and ML models. This deepened my appreciation of how models work beyond just implementation.”
At Refactory Academy, the curriculum immersed her in the realities of the modern tech sector, training her to navigate imperfect datasets, build rigorous evaluation frameworks, and systematically test multiple code-driven solutions.
Armed with Python, statistics, and advanced data-modeling frameworks, Amito chose to tackle a complex challenge for her primary capstone project: 6G network slicing Quality of Service (QoS) optimization. Testing a battery of machine learning architectures – including Random Forest, Logistic Regression, and Support Vector Machines – she successfully proved that a Gradient Boosting model could optimize performance, achieving a milestone model accuracy of 0.52 on real-world network data.
Transitioning into an AI specialist within a demanding, male-dominated ecosystem requires more than just academic fortitude; it requires unwavering mentorship. Amito credits her mother and brother as her foundational support system, alongside rigorous academic guidance from university lecturers and industry colleagues. At Refactory Academy, the layer of technical mentorship was explicitly designed to mimic professional tech environments.
“I am deeply grateful to the Refactory mentors, who guided us with patience and expertise throughout the program, making the learning experience both rigorous and rewarding,” Amito states. This collective guidance reinforced her conviction that with the right framework, even the most ambitious technical targets are within reach.
Today, Amito is advancing her research through a Master’s degree in Electronics and Communications, where she actively fuses next-generation 6G network capabilities with life-saving digital health platforms. Her proudest endeavor is a personal digital health initiative explicitly designed around the needs of sickle cell patients and caregivers. By conducting extensive community outreach, she collects grass-roots qualitative and quantitative insights to ensure her platforms are entirely user-centered.
For Amito, entering the tech frontier is a platform for profound representation and regional transformation. “Whenever I feel overwhelmed or uncertain, I remind myself why I started—that my work is not just about technology, but about creating meaningful impact, opening doors for others, and proving that there is space for women to lead and innovate in this field.”
Her advice to aspiring tech innovators across Uganda is simple: don’t just aim to complete a curriculum. “Be intentional about your learning and always connect theory to real-world problems,” she urges. “Explore projects that align with your passions; this makes the learning process more meaningful.”
Refactory Academy offers industry-aligned tech skilling programs, practical mentorship, and hands-on portfolio development designed to future-proof your career. Whether you are a practicing engineer looking to upskill in AI or a professional aiming to transition into tech, find your next step by visiting the official Refactory Academy website www.refactory.academy and exploring our upcoming cohort intakes.
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Refactory is a software-skilling academy addressing the need to produce skilled software developers in Uganda today. We are training the next generation of software developer talent and experts responsive to the needs of the ecosystem.
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