Machine-Learning Models AI Development Trending = Unprecedented38 AI Developer Growth (NVIDIA Ecosystem as Proxy) = +6x to 6MM Developers Over Seven Years Number of Developers, MM 0 3 6 2005 2007 2009 2011 Developers in NVIDIA Ecosystem (MM) – 2005-2025, Per NVIDIA39 AI Developer Growth (Google Ecosystem as Proxy) = +5x to 7MM Developers Y/Y Developers Building with Gemini, MM AI Development Trending = Unprecedented Percent Outside North America (1990-2025), Per ITU & Sensor Tower57 AI User Adoption (ChatGPT as Proxy) = Materially Faster vs. Internet Comparables… Note: Netflix represents streaming business. Source:

[PYTHON] def f(nums): output = [] for n in nums: output.append((nums.count(n), n)) output.sort(reverse=True) return output assert f( [1, 1, 3, 1, 3, 1]) == ?? [/PYTHON] [ANSWER] Table 37 | An example

Overview • Represent FP32 numbers with a lower-precision INT8 numbers • Integer number stands as a proxy for FP32 number (not a downcast) • Quantized tensor is represented with a scale and a zero point