赋能下一代：加州大学伯克利分校机器学习高中工作坊计划

<p>在科技飞速发展的世界里，机器学习（ML）领域似乎令人望而生畏，而对于缺乏编程经验的学生来说，踏入这个利基领域更是困难重重。这一问题引起了我们在 Machine Learning @ Berkeley 团队的共鸣，因此我们创建了新的高中生工作坊部门，即 GREP（Guided Resource and Education Program，引导式资源与教育计划），并启动了一项新计划，致力于为各种背景的学生创造更多机会。在 GREP，我们的使命是通过一次次工作坊，让机器学习变得更加普及和包容。</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!YqLJ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1e239bd-2184-49d3-865b-ce355a7c885e_3141x2108.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!YqLJ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1e239bd-2184-49d3-865b-ce355a7c885e_3141x2108.jpeg 424w, https://substackcdn.com/image/fetch/$s_!YqLJ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1e239bd-2184-49d3-865b-ce355a7c885e_3141x2108.jpeg 848w, https://substackcdn.com/image/fetch/$s_!YqLJ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1e239bd-2184-49d3-865b-ce355a7c885e_3141x2108.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!YqLJ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1e239bd-2184-49d3-865b-ce355a7c885e_3141x2108.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!YqLJ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1e239bd-2184-49d3-865b-ce355a7c885e_3141x2108.jpeg" width="558" height="374.4271978021978" 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https://substackcdn.com/image/fetch/$s_!YqLJ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1e239bd-2184-49d3-865b-ce355a7c885e_3141x2108.jpeg 848w, https://substackcdn.com/image/fetch/$s_!YqLJ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1e239bd-2184-49d3-865b-ce355a7c885e_3141x2108.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!YqLJ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd1e239bd-2184-49d3-865b-ce355a7c885e_3141x2108.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" 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y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>我们的首次（也是多次中的第一次！）训练营</strong></p><p>去年九月，我们举办了有史以来首次全天的训练营，那是一次极其难忘的体验。来自湾区各地（甚至还有一名来自亚利桑那州的学生）的 45 名高中生加入我们，将他们凝聚在一起的是对机器学习的好奇心。更令人称奇的是，这些学生中许多人此前毫无编程经验。然而，他们都怀着强烈的求知欲，渴望探索机器学习的世界。 </p><div class="pullquote"><p>“我非常喜欢他们对每一个知识点都深入讲解，以及训练营的包容性。我之前从未写过代码，但因为这一点，我从未感到愚蠢或被排斥。” </p><p>“我喜欢训练营友好的氛围……并且聆听了 ML@B 学生小组关于加州大学伯克利分校的生活以及他们对机器学习的热情的分享。”</p><p>“既有趣又富有信息量……感觉像是从学校生活中出来的一次教育性休息。”</p><p>“有趣，比斯坦福大学的活动更好。”</p><p> —— 来自我们工作坊的学生</p></div><p>在训练营期间，我们的志愿者团队领导了各种工作坊，包括团队建设活动、Python 入门、机器学习入门以及尝试使用各种大语言模型（LLMs）。我们还为所有学生提供了免费的早餐、午餐和零食，以保持他们的精力充沛。在一天结束时，每个学生都有机会构建他们自己的手绘草图分类模型，使用的是卷积神经网络。他们将基本的机器学习概念付诸实践，获得了动手编码的经验，并亲眼见证了机器学习的魔力。到最后，每个学生都拥有了一个定制的可工作的草图分类模型，能够对他们选择的自己的画作进行分类。看到他们脸上洋溢的兴奋和自豪感尤其令人欣慰且弥足珍贵，许多学生联系我们说，希望训练营能持续两天而不止一天。</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" 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