對機器學(xué)習(xí)感興趣?不如先來實踐一下?。短厮估囕v故障自動檢測系統(tǒng)》
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對機器學(xué)習(xí)感興趣?不如先來實踐一下?。短厮估囕v故障自動檢測系統(tǒng)》
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指南者留學(xué) 十一 2024年02月27日 閱讀量:21500
<p><img src="https://info.compassedu.hk/sucai/content/1708935174941/1708935174941.jpg" /></p> <p>很多同學(xué)在留學(xué)準(zhǔn)備前期都經(jīng)常很迷茫,<strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;">對申請目標(biāo),甚至未來職業(yè)發(fā)展方向都拿不定主意</strong>,不知道要如何選擇。想提前通過實習(xí)來進行全方位的了解,但無奈實習(xí)試錯機會少,而通過項目實戰(zhàn),卻是個高性價選擇。</p> <p>&nbsp;</p> <p>通過精心設(shè)計的項目,可以了解業(yè)界常規(guī)的作業(yè)模式,進行類似實踐,這對發(fā)現(xiàn)職業(yè)興趣、提升相關(guān)技能、積累實操經(jīng)歷都非常有益。</p> <p>&nbsp;</p> <p><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;">數(shù)據(jù)科學(xué)專業(yè),是利用科學(xué)方法、流程、算法和系統(tǒng)從數(shù)據(jù)中提取價值的跨學(xué)科領(lǐng)域。</strong>數(shù)據(jù)科學(xué)家綜合利用一系列技能(包括統(tǒng)計學(xué)、計算機科學(xué)和業(yè)務(wù)知識)來分析從網(wǎng)絡(luò)、智能手機、客戶、傳感器和其他來源收集的數(shù)據(jù)。</p> <p>&nbsp;</p> <p>指南者的人工智能項目實戰(zhàn),<strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;">就以機器學(xué)習(xí)方法為核心</strong>,引用熱門項目實戰(zhàn),由指導(dǎo)老師帶領(lǐng)學(xué)員,完成數(shù)據(jù)預(yù)處理、數(shù)據(jù)變換、特征工程、模型搭建與調(diào)參、模型評價、模型集成等,切實體驗機器學(xué)習(xí)的實際應(yīng)用。</p> <p>&nbsp;</p> <p>我們一起來看看在<strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;">《特斯拉車輛故障自動檢測系統(tǒng)》</strong>項目中,同學(xué)們都做了什么。</p> <p>&nbsp;</p> <h2><strong><span style="color: #1890ff;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #1dadff; font-size: 14px; font-style: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><span class="h1" style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em; font-size: 20px; color: #000000;"><span style="color: #1dadff;">PROGRAM</span></span></strong></span></strong></h2> <p style="text-align: left;">&nbsp;</p> <p style="text-align: justify;"><span class="p" style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em; font-size: 14px; color: #000000;">隨著人工智能的快速發(fā)展,越來越多的機器人應(yīng)用誕生,在一些危險場景中機器人可以代替人進行勘測,比如可采集隧道內(nèi)設(shè)備數(shù)據(jù)、監(jiān)測隧道環(huán)境,實時報警設(shè)備異常狀態(tài),幫助電力運維人員精準(zhǔn)把控隧道電纜狀況,減少運檢成本,提升運檢質(zhì)量,保障高壓電纜網(wǎng)絡(luò)安全運行。</span></p> <p style="text-align: justify;"><br style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;" /><span class="p" style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em; font-size: 14px; color: #000000;">在本次項目中我們將展現(xiàn)通過傳感器搜集到的巡檢數(shù)據(jù),利用特征工程的方法篩選有效數(shù)據(jù)信息,配合機器學(xué)習(xí)算法進行動作指令模型的構(gòu)建,為機器狗的動作行為做出預(yù)測指導(dǎo)以實現(xiàn)機器狗的自主運動。</span></p> <p style="text-align: left;">&nbsp;</p> <p style="text-align: left;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #1dadff; font-size: 14px; font-style: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><span class="h1" style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em; font-size: 20px; color: #000000;"><span style="color: #1dadff;">優(yōu)秀學(xué)員報告節(jié)選展示</span></span></strong></p> <p style="text-align: left;">&nbsp;</p> <p style="margin: 5px 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #000000; font-size: 14px; font-style: normal; font-weight: 400; orphans: 2; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #1dadff; font-size: 14px; font-style: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><img style="display: block; margin-left: auto; margin-right: auto;" src="https://info.compassedu.hk/info_imgUrl_phpI9klR4.jpg" /></strong></p> <p style="margin: 5px 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #000000; font-size: 14px; font-style: normal; font-weight: 400; orphans: 2; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #1dadff; font-size: 14px; font-style: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><img style="display: block; margin-left: auto; margin-right: auto;" src="https://info.compassedu.hk/info_imgUrl_phpUA6ZEk.jpg" /></strong></p> <p style="margin: 5px 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #000000; font-size: 14px; font-style: normal; font-weight: 400; orphans: 2; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #1dadff; font-size: 14px; font-style: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><img src="https://info.compassedu.hk/info_imgUrl_phpcriKiQ.jpg" /></strong></p> <p style="margin: 5px 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #000000; font-size: 14px; font-style: normal; font-weight: 400; orphans: 2; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #1dadff; font-size: 14px; font-style: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><img style="display: block; margin-left: auto; margin-right: auto;" src="https://info.compassedu.hk/info_imgUrl_phpICI4Ek.jpg" /></strong></p> <p style="margin: 5px 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #000000; font-size: 14px; font-style: normal; font-weight: 400; orphans: 2; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #1dadff; font-size: 14px; font-style: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><img style="display: block; margin-left: auto; margin-right: auto;" src="https://info.compassedu.hk/info_imgUrl_phpWjmPtd.jpg" /></strong></p> <p style="margin: 5px 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #000000; font-size: 14px; font-style: normal; font-weight: 400; orphans: 2; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #1dadff; font-size: 14px; font-style: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><img style="display: block; margin-left: auto; margin-right: auto;" src="https://info.compassedu.hk/info_imgUrl_phpIpcFzQ.jpg" /></strong></p> <p style="margin: 5px 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #000000; font-size: 14px; font-style: normal; font-weight: 400; orphans: 2; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #1dadff; font-size: 14px; font-style: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><img src="https://info.compassedu.hk/info_imgUrl_phpippDWe.jpg" /></strong></p> <p style="margin: 5px 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #000000; font-size: 14px; font-style: normal; font-weight: 400; orphans: 2; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;">&nbsp;</p> <p><span class="p" style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em; font-size: 14px; color: #000000;">該項目是一個含金量很高的機器學(xué)習(xí)應(yīng)用項目,<strong>將機器學(xué)習(xí)應(yīng)用到故障檢測中</strong>,從最后展示的報告來看,可以看到H同學(xué)對于python的熟練使用以及對于機器學(xué)習(xí)整體的應(yīng)用流程都是很清晰的:</span></p> <p><br style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;" /><span class="p" style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em; font-size: 14px; color: #000000;">1. H同學(xué)對<strong>原始特征、經(jīng)重要性篩選后的特征和經(jīng)過三倍標(biāo)準(zhǔn)差處理</strong>的特征的比較,清晰地說明了并非所有數(shù)據(jù)轉(zhuǎn)換都能帶來模型性能的提升。說明了其對<strong>特征工程的理解</strong>是比較到位的,進行徹底的特征分析和理解數(shù)據(jù)特性的必要性。</span></p> <p><br style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;" /><span class="p" style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em; font-size: 14px; color: #000000;">2. H同學(xué)提到的<strong>邏輯回歸、決策樹和隨機森林</strong>是目前廣泛使用的分類算法,每個模型都有其優(yōu)勢和局限性。對比三種模型在性能和運行時間上的權(quán)衡也是決定最終選擇的一個重要考量,<strong>說明了H同學(xué)對比各個模型的優(yōu)缺點很了解。</strong></span></p> <p><br style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;" /><span class="p" style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em; font-size: 14px; color: #000000;">3.從整篇報告來看,H同學(xué)對于機器學(xué)習(xí)的應(yīng)用流程如:<strong>數(shù)據(jù)預(yù)處理、特征工程、模型搭建、模型評價</strong>等都是很熟悉的,同時也很好的掌握了python及其第三方庫如:numpy、pandas、matplotlib、sklearn等。</span></p> <p>&nbsp;</p> <p><span class="p" style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em; font-size: 14px; color: #000000;"><span style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em; color: #1890ff;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;"><span class="h1" style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em; font-size: 20px;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #1dadff; font-size: 14px; font-style: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><span class="h1" style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em; font-size: 20px; color: #000000;"><span style="color: #1dadff;">項目背書</span></span></strong></span></strong></span></span></p> <p>&nbsp;</p> <p style="text-align: left;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;"><span class="h1" style="color: #1dadff;"><img style="display: block; margin-left: auto; margin-right: auto;" src="https://info.compassedu.hk/info_imgUrl_phplMmerj.jpg" /></span></strong></p> <p style="text-align: left;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;"><span class="h1" style="color: #1dadff;"><img src="https://info.compassedu.hk/info_imgUrl_phpmjxmKD.jpg" /></span></strong></p> <p style="text-align: left;">&nbsp;</p> <p style="text-align: left;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;"><span class="h1" style="color: #1dadff;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 1px; font-size: 20px; color: #000000; font-style: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><span style="color: #1dadff;">學(xué)習(xí)過程</span></strong></span></strong></p> <p style="text-align: left;">&nbsp;</p> <p style="text-align: left;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;"><span class="h1" style="color: #1dadff;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 1px; font-size: 20px; color: #000000; font-style: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><span style="color: #1dadff;"><img style="display: block; margin-left: auto; margin-right: auto;" src="https://info.compassedu.hk/info_imgUrl_phpsoCvVX.jpg" /></span></strong></span></strong></p> <p style="text-align: left;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;"><span class="h1" style="color: #1dadff;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 1px; font-size: 20px; color: #000000; font-style: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><span style="color: #1dadff;"><img src="https://info.compassedu.hk/info_imgUrl_phpJ1zatY.jpg" /></span></strong></span></strong></p> <p style="text-align: left;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;"><span class="h1" style="color: #1dadff;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 1px; font-size: 20px; color: #000000; font-style: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><span style="color: #1dadff;"><img src="https://info.compassedu.hk/info_imgUrl_phpbEcARt.jpg" /></span></strong></span></strong></p> <p style="text-align: left;">&nbsp;</p> <p style="text-align: left;"><span style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em; color: #1890ff;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;"><span class="h1" style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em; font-size: 20px;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #1dadff; font-size: 14px; font-style: normal; orphans: 2; text-align: left; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: #ffffff; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><span class="h1" style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em; font-size: 20px; color: #000000;"><span style="color: #1dadff;">報名信息</span></span></strong></span></strong></span></p> <p style="text-align: justify;">&nbsp;</p> <p style="text-align: center;"><span style="color: #f00909;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;">3月18日開營</strong></span><br style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;" /><span style="color: #f00909;"><strong style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;">僅限4個名額</strong></span><br style="margin: 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.05em;" />文末掃碼咨詢</p> <p style="text-align: center;">&nbsp;</p> <p style="margin: 5px 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #000000; font-size: 14px; font-style: normal; font-weight: 400; orphans: 2; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><img style="display: block; margin-left: auto; margin-right: auto;" src="https://info.compassedu.hk/info_imgUrl_php9DE67a.jpg" /></p> <p style="margin: 5px 0px; padding: 0px; font-variant: tabular-nums; font-feature-settings: 'tnum'; box-sizing: border-box; line-height: 1.75; font-family: 'Tahoma For Number', 'Chinese Quote', -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'PingFang SC', 'Hiragino Sans GB', 'Microsoft YaHei', 'Helvetica Neue', Helvetica, Arial, sans-serif; letter-spacing: 0.7px; color: #000000; font-size: 14px; font-style: normal; font-weight: 400; orphans: 2; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial;"><img src="https://info.compassedu.hk/sucai/content/1708935930060/1708935930060.jpg" /></p> <p style="text-align: left;">&nbsp;</p> <p style="text-align: left;">&nbsp;</p> <div class="qrcode-content-wrapper" contenteditable="false"> <div style="position: absolute; top: 30px; left: 20px; z-index: 2;" contenteditable="false">&nbsp;</div> <div style="position: absolute; top: 844px; left: 20px; z-index: 2;" contenteditable="false">&nbsp;</div> <div style="position: absolute; top: 2006px; left: 20px; z-index: 2;" contenteditable="false">&nbsp;</div> <div style="position: absolute; top: 3168px; left: 20px; z-index: 2;" contenteditable="false">&nbsp;</div> <div style="position: absolute; top: 4330px; left: 20px; z-index: 2;" contenteditable="false">&nbsp;</div> <div style="position: absolute; top: 5492px; left: 20px; z-index: 2;" contenteditable="false">&nbsp;</div> <div style="position: absolute; top: 6654px; left: 20px; z-index: 2;" contenteditable="false">&nbsp;</div> <div style="position: absolute; top: 7816px; left: 20px; z-index: 2;" contenteditable="false">&nbsp;</div> <div style="position: absolute; top: 9411px; left: 20px; z-index: 2;" contenteditable="false">&nbsp;</div> <div style="position: absolute; top: 10001px; left: 20px; z-index: 2;" contenteditable="false">&nbsp;</div> <div style="position: absolute; 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