Neural Network
What a neural network actually is, explained through a lemonade stand. Understand weights, layers, and training without any biology or jargon.
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I'm Samuel Bankole, a software engineer with over five years of experience building scalable web applications and leading high-performing engineering teams across global markets.
I specialize in modern JavaScript frameworks including React, Next.js, Vue, Nuxt, and NestJS. Career highlights include serving on the founding team of Quabbly where we built West Africa's first no-code platform and leading frontend engineering for Chatway at Premio.
My technical expertise spans the full web development stack, with particular strength in building performant frontend architectures, establishing engineering best practices, and leading cross-functional teams to deliver products that drive measurable business impact.
Nigerian digital health startup Diatron Health has been selected to join the DMZ Pre-Incubator program at Toronto Metropolitan University, Canada, ranked as the world's top university-based tech incubator by UBI Global. Chosen among 25 startups from hundreds of international applications, Diatron Health represented Nigeria in a diverse cohort spanning eight countries, marking another milestone for African innovators breaking into the global startup scene. Diatron Health, co-founded by Samuel Bankole and Olutola Awosiku, is developing technology to help prevent, manage, and diagnose chronic health conditions through the use of artificial intelligence, behavioural science, and data-driven insights.
Read MoreIn 2020, while African startups focused on fintech and e-commerce, a Nigerian engineering team pursued a different vision: creating West Africa's first no-code platform. Samuel Bankole, a young software engineer, became a founding frontend developer for Quabbly, a SaaS solution enabling non-technical users to build custom software tools. Bankole led frontend development using Vue.js and TypeScript, overseeing a team of five engineers. His technical contributions included automating CI/CD pipelines that reduced deployment time by 60%, implementing testing strategies that decreased regression issues by 70%, and optimizing infrastructure costs by 15%. His trajectory exemplifies a growing generation of African engineers building globally competitive systems from the continent.
Read MoreDiatron Health, a digital health startup founded by Samuel Bankole and Olutola Awosiku, was selected to participate in the FCMB SheVentures Tech Pitch competition, an event marking International Women's Day and aimed at highlighting women-led technology ventures in Nigeria. The competition, organised by SheVentures, First City Monument Bank's programme for women in business, brought together early-stage startups working across sectors including healthcare, agriculture, education and financial services. The initiative, supported by Hub One and Passion Incubator, offers participants access to funding opportunities, business advisory resources and wider professional networks.
Read MoreWhat a neural network actually is, explained through a lemonade stand. Understand weights, layers, and training without any biology or jargon.
What overfitting and underfitting look like, how to diagnose them from the loss curve, and five specific fixes for each — with code.
The full transformer architecture from input to output — encoder, decoder, positional encoding, residual connections. How BERT, GPT, and Claude are built from the same blocks.