Build yourself flowers (vickiboykis.com)

Vicki, a machine learning engineer, reflects on the evolving landscape of AI and ML in her keynote at PyData Amsterdam, titled "Build and Keep Your Context Window." She raises essential questions about the relevance of traditional machine learning amid the rise of generative AI and code generation through large language models (LLMs). Vicki draws an analogy to the art world, specifically referencing the Dutch Golden Age painter Rachel Ruysch, emphasizing the timeless value of technical excellence in both art and engineering. She argues that while LLMs facilitate quicker prototyping, understanding foundational concepts in machine learning is crucial for maintaining quality and mastery. The significance of Vicki's insights lies in the realization that, akin to Ruysch's celebrated flower paintings that demanded meticulous craftsmanship, the engineering of robust AI systems requires a commitment to excellence. She quips that NASA's lessons on engineering quality apply similarly to the AI sector, warning against outsourcing creativity and oversight to AI models, which could lead to degraded engineering practices. Ultimately, Vicki advocates for a balanced approach where the new tools do not overshadow the foundational knowledge and skills necessary for responsible AI development, echoing that pursuing mastery remains a vital aspect of being human in this technology-driven era.