{"id":45471,"date":"2025-07-15T13:28:15","date_gmt":"2025-07-15T13:28:15","guid":{"rendered":"https:\/\/ingeniusprep.com\/counselors\/annika-kumar-2\/"},"modified":"2025-07-18T17:45:48","modified_gmt":"2025-07-18T17:45:48","slug":"annika-kumar-2","status":"publish","type":"counselor","link":"https:\/\/ingeniusprep.com\/zh-hans\/counselors\/annika-kumar-2\/","title":{"rendered":"Annika Kumar"},"content":{"rendered":"\n<p>Annika Kumar \u662f\u5f15\u77e5\u7684\u5347\u5b66\u5bfc\u5e08\uff0c\u76ee\u524d\u6b63\u5728\u675c\u514b\u5927\u5b66\u751f\u7269\u533b\u5b66\u5de5\u7a0b\u7cfb\u653b\u8bfb\u7855\u58eb\u5b66\u4f4d\u3002\u5979\u5728\u534e\u76db\u987f\u5927\u5b66\u5b8c\u6210\u4e86\u672c\u79d1\u5b66\u4e1a\uff0c\u4e3b\u4fee\u751f\u7269\u5de5\u7a0b\u548c\u6570\u636e\u79d1\u5b66\u3002\u5728\u6574\u4e2a\u672c\u79d1\u5b66\u4e60\u671f\u95f4\uff0cAnnika \u5229\u7528 MATLAB \u548c Python \u7b49\u5de5\u5177\u4e3a\u751f\u7269\u7cfb\u7edf\u5efa\u6a21\uff0c\u4ece\u800c\u4e3a\u8ba1\u7b97\u751f\u7269\u5de5\u7a0b\u6253\u4e0b\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002\u5979\u8fd8\u5b66\u4e60\u4e86\u7edf\u8ba1\u5b66\u77e5\u8bc6\u548c\u673a\u5668\u5b66\u4e60\u5165\u95e8\u3002\u8fd9\u4e9b\u8bfe\u7a0b\u70b9\u71c3\u4e86\u5979\u5bf9\u8ba1\u7b97\u751f\u7269\u5de5\u7a0b\u7684\u70ed\u60c5\uff0c\u5e76\u4fc3\u4f7f\u5979\u8fdb\u884c\u4e86\u4e24\u6b21\u6691\u671f\u5b9e\u4e60\u3002    <\/p>\n\n<p>\u5728\u5b9e\u4e60\u671f\u95f4\uff0cAnnika \uff0c\u5979\u78e8\u7ec3\u4e86\u81ea\u5df1\u7684 Python \u548c RStudio \u6280\u80fd\uff0c\u5e76\u83b7\u5f97\u4e86\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\u548c\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u5b9e\u8df5\u7ecf\u9a8c\u3002\u5728\u7cfb\u7edf\u751f\u7269\u5b66\u7814\u7a76\u6240\uff08ISB\uff09\uff0c\u5979\u5904\u7406\u4e86\u5bc6\u96c6\u7684\u57fa\u56e0\u7ec4\u6570\u636e\u4e91\uff0c\u91cd\u70b9\u662f\u8ba1\u7b97\u7ea61700\u4eba\u7684\u591a\u57fa\u56e0\u98ce\u9669\u8bc4\u5206\uff08PRS\uff09\u3002\u5979\u4f7f\u7528 Python \u7a0b\u5e8f\u4ece Arivale \u6570\u636e\u96c6\u4e2d\u63d0\u53d6\u57fa\u56e0\u7ec4\u6570\u636e\u5e76\u8ba1\u7b97\u591a\u57fa\u56e0\u98ce\u9669\u8bc4\u5206\uff0c\u8fd8\u5229\u7528 RStudio \u5bf9\u98ce\u9669\u8bc4\u5206\u7684\u5206\u5e03\u8fdb\u884c\u53ef\u89c6\u5316\u3002\u6b64\u5916\uff0c\u5979\u8fd8\u4f7f\u7528 Python \u8fdb\u884c\u4e86\u6a21\u62df\uff0c\u4ee5\u8bc4\u4f30\u6570\u636e\u91cf\u5bf9 PRS \u7684\u5f71\u54cd\uff0c\u5e76\u5728 RStudio \u4e2d\u5c06\u7ed3\u679c\u53ef\u89c6\u5316\u3002   <\/p>\n\n<p>\u5979\u7684\u7b2c\u4e8c\u4efd\u5b9e\u4e60\u662f\u5728\u7f8e\u56fd\u98df\u54c1\u836f\u7269\u7ba1\u7406\u5c40\u56fd\u5bb6\u6bd2\u7406\u5b66\u7814\u7a76\u4e2d\u5fc3\uff08NCTR\uff09\uff0c\u5728\u90a3\u91cc\u5979\u5f00\u5c55\u4e86\u4e00\u9879\u7814\u7a76\uff0c\u8bc4\u4f30\u8bad\u7ec3\u6570\u636e\u96c6\u6837\u672c\u5927\u5c0f\u5bf9\u9884\u6d4b\u827e\u59c6\u65af\u8bf1\u53d8\u8bd5\u9a8c\u7ed3\u679c\u7684\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\u3002\u5979\u4f7f\u7528\u5b9a\u91cf\u7ed3\u6784-\u6d3b\u6027\u5173\u7cfb (QSAR) \u6a21\u578b\uff0c\u5e76\u4f7f\u7528\u4e94\u79cd\u4e0d\u540c\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff08\u903b\u8f91\u56de\u5f52 (LR)\u3001KNN\u3001SVM\u3001\u968f\u673a\u68ee\u6797\u548c XGBoost\uff09\u8bad\u7ec3\u6a21\u578b\uff0c\u4f7f\u7528\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570 (MCC) \u8bc4\u4f30\u6027\u80fd\u3002\u8fd9\u6b21\u5b9e\u4e60\u4e3a\u5979\u63d0\u4f9b\u4e86\u5f00\u5c55\u673a\u5668\u5b66\u4e60\u7814\u7a76\u7684\u5168\u9762\u7ecf\u9a8c\uff0c\u4ece\u6570\u636e\u6e05\u7406\u548c\u7814\u7a76\u8bbe\u8ba1\u5230\u6a21\u578b\u8bad\u7ec3\u3001\u53c2\u6570\u4f18\u5316\u548c\u6027\u80fd\u8bc4\u4f30\u3002  <\/p>\n\n<p>\u5728\u675c\u514b\u5927\u5b66\u653b\u8bfb\u7855\u58eb\u5b66\u4f4d\u540e\uff0cAnnika \u53c2\u4e0e\u4e86\u5927\u521b\u610f\u5b9e\u9a8c\u5ba4\uff08Big Ideas Lab\uff09\u7684\u7814\u7a76\u5de5\u4f5c\uff0c\u4e13\u6ce8\u4e8e\u5229\u7528\u667a\u80fd\u624b\u8868\u6570\u636e\u548c\u673a\u5668\u5b66\u4e60\u5f00\u53d1\u7cd6\u5c3f\u75c5\u3001COVID-19 \u548c\u6d41\u611f\u7b49\u75be\u75c5\u7684\u6570\u5b57\u751f\u7269\u6807\u8bb0\u7269\u3002\u5979\u5728\u970d\u592b\u66fc\u5b9e\u9a8c\u5ba4\u7684\u5de5\u4f5c\u5305\u62ec\u5e94\u7528\u673a\u5668\u5b66\u4e60\u6a21\u578b\u548c\u6a21\u62df\u6765\u5206\u6790\u56fe\u50cf\u6570\u636e\u548c\u7814\u7a76\u86cb\u767d\u8d28\u76f8\u4e92\u4f5c\u7528\u3002Annika \u5bf9\u4ece\u4e8b\u673a\u5668\u5b66\u4e60\u751f\u7269\u7cfb\u7edf\u5efa\u6a21\u7684\u7814\u7a76\u5de5\u4f5c\u5145\u6ee1\u70ed\u60c5\u3002  <\/p>\n","protected":false},"featured_media":42760,"parent":0,"template":"","meta":{"_acf_changed":false,"_lmt_disableupdate":"","_lmt_disable":""},"collages":[],"division":[2189],"counselor-type":[2213],"class_list":["post-45471","counselor","type-counselor","status-publish","has-post-thumbnail","hentry","division-graduate-school","counselor-type-graduate-coach"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.4 (Yoast SEO v26.4) - 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