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對機器學習感興趣?不如先來實踐一下!|《特斯拉車輛故障自動檢測系統(tǒng)》
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對機器學習感興趣?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 十一 2024年02月27日 閱讀量:21530
<p><img src="https://info.compassedu.hk/sucai/content/1708935174941/1708935174941.jpg" /></p> <p>很多同學在留學準備前期都經(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,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。想提前通過實習來進行全方位的了解,但無奈實習試錯機會少,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)科學專業(yè),是利用科學方法、流程、算法和系統(tǒng)從數(shù)據(jù)中提取價值的跨學科領域。</strong>數(shù)據(jù)科學家綜合利用一系列技能(包括統(tǒng)計學、計算機科學和業(yè)務知識)來分析從網(wǎng)絡、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;">就以機器學習方法為核心</strong>,引用熱門項目實戰(zhàn),由指導老師帶領學員,完成數(shù)據(jù)預處理、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,切實體驗機器學習的實際應用。</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)設備數(shù)據(jù)、監(jiān)測隧道環(huán)境,實時報警設備異常狀態(tài),幫助電力運維人員精準把控隧道電纜狀況,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,配合機器學習算法進行動作指令模型的構建,為機器狗的動作行為做出預測指導以實現(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習應用項目,<strong>將機器學習應用到故障檢測中</strong>,從最后展示的報告來看,可以看到H同學對于python的熟練使用以及對于機器學習整體的應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同學對<strong>原始特征、經(jīng)重要性篩選后的特征和經(jīng)過三倍標準差處理</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衡也是決定最終選擇的一個重要考量,<strong>說明了H同學對比各個模型的優(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同學對于機器學習的應用流程如:<strong>數(shù)據(jù)預處理、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;">學習過程</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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