As a data scientist, I’ve been frustrated that there haven’t been any impactful new Python data science tools released in the past few years other than polars. Unsurprisingly, research into AI and LLMs has subsumed traditional DS research, where developments such as text embeddings have had extremely valuable gains for typical data science natural language processing tasks. The traditional machine learning algorithms are still valuable, but no one has invented Gradient Boosted Decision Trees 2: Electric Boogaloo. Additionally, as a data scientist in San Francisco I am legally required to use a MacBook, but there haven’t been data science utilities that actually use the GPU in an Apple Silicon MacBook as they don’t support its Metal API; data science tooling is exclusively in CUDA for NVIDIA GPUs. What if agents could now port these algorithms to a) run on Rust with Python bindings for its speed benefits and b) run on GPUs without complex dependencies?
Importantly, it's the first season of Bridgerton we've really gotten to know members of the Ton's working class, a thread the series continues to weave through the second half, seeing characters like housekeepers Mrs. Varley (Lorraine Ashbourne) and Mrs. Wilson (Geraldine Alexander) as indispensable members of the Ton, keepers of information, and characters in their own right — including our protagonist.
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Авторы медиа нашли в новой версии операционной системы (ОС) функцию сервиса Copilot, которая позволяет чат-боту собирать информацию о том, как клиенты используют определенные сервисы Windows. Журналисты заявили, что нейросеть собирает непрозрачные данные, поэтому лучше всего отключить новую функцию.
* 核心思路：单调递减栈（找「上一个比当前价格大的元素索引」），时间复杂度O(n)，空间复杂度O(n)