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關于萊斯利·瓦利安特的名人名言哲理格言警句語錄 - 每日文摘
萊斯利·瓦利安特 計算學習理論的先驅

萊斯利·瓦利安特是計算學習理論的先驅,他的工作對機器學習和人工智能領域產生了深遠影響,尤其是PAC學習理論和計算復雜性理論。

機器學習的未來在于開發能夠從更少的例子中學習并更有效地進行歸納的算法。
The design of learning algorithms should be guided by both theoretical insights and practical considerations.
In the context of computational learning, the concept of 'probably approximately correct' (PAC) learning provides a framework for understanding the efficiency and feasibility of learning algorithms.
在計算學習的背景下,“可能近似正確”(PAC)學習的概念為理解學習算法的效率和可行性提供了一個框架。
The success of a learning algorithm depends on its ability to balance between fitting the data and avoiding overfitting.
學習算法的成功取決于其在擬合數據和避免過擬合之間取得平衡的能力。
Learning is not just about finding patterns, but about understanding the underlying mechanisms that generate those patterns.
A good learning algorithm should be able to handle noise and uncertainty in the data effectively.
一個好的學習算法應該能夠有效地處理數據中的噪聲和不確定性。
The challenge in learning is not just to memorize, but to generalize from specific examples to broader concepts.
學習的挑戰不僅在于記憶,還在于從具體例子中歸納出更廣泛的概念。
In computational learning theory, we seek to understand the fundamental principles that govern learning from data.
The ultimate goal of machine learning is to make computers learn from experience and improve their performance over time.
機器學習的最終目標是讓計算機從經驗中學習,并隨著時間的推移提高其性能。
The pursuit of knowledge in computer science is a journey through the landscape of logic and creativity.
The real test of an algorithm is not just its correctness, but its scalability and robustness.
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