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Core Machine Learning Skills, Revisited | Towards Data Science
Never miss a new edition of The Variable, our weekly newsletter featuring a top-notch selection of editors’ picks, deep dives, community news, and more. Subscribe today With all the buzz around agents, LLMs, and the tools they power, it’s sometimes easy (or at least tempting) to think that fundamental machine learning workflows—feature selection, model monitoring, […]
Understanding Application Performance with Roofline Modeling | Towards Data Science
A common challenge with calculating an application’s performance is that the real-world performance and theoretical performance can differ. With an ecosystem of products that is growing with high performance needs such as High Performance Computing (HPC), gaming, or in the current landscape – Large Language Models (LLMs), it is essential to calculate accurately the performance […]
Agents, APIs, and the Next Layer of the Internet | Towards Data Science
Part I: Shipping Containers for Thought Every so often a simple idea rewires everything. The shipping container didn’t just optimise logistics; it flattened the globe, collapsed time zones, and rewrote the economics of trade. In its geometric austerity was a quiet revolution: standardisation. Similarly, HTML and HTTP didn’t invent information exchange — any more than […]