毹胳嫚 霟嫕. 鞐煬攵 韺鞚 頃勳殧搿 頃橂姅 瓴, 鞐煬攵 靸侅偓臧 鞖旉惮頃橂姅 瓴, 攴鸽Μ瓿 鞐煬攵勳潣 旎るΜ鞏搓皜 靷瀾頃橂姅 瓴冹瀰雼堧嫟. LinkedIn鞚 '旮办梾鞚 臧鞛 頃勳殧搿 頃橂姅 鞐焿' 欷 頃橂倶鞚挫瀽 氙戈淡 雮 臧鞛 攵靸來晿瓿 鞛堧姅 歆侁蛋鞙茧 毹胳嫚 霟嫕鞚 昙届晿鞀惦媹雼. 毹胳嫚 霟嫕(鞚茧獏 '鞓堨浮 攵勳劃')鞚 氚绊彫頃橁赴 鞙勴暣靹滊姅, 攴 鞛戨彊 鞗愲Μ毳 鞎岇晞鞎 頃╇媹雼. 鞛愳嫚鞚 鞁る鞛愱皜 鞎勲媽 旮办梾臧霛 頃措弰(歆侅爲 靾橃箻毳 雼る（歆 鞎婋姅 瓴届毎), 鞝勲皹鞝侅澑 頂勲鞝濏姼毳 觳橂Μ頃橁赴 鞙勴暣靹滊姅 毹胳嫚 霟嫕鞚 旮半掣 氅旍护雼堨鞚 韺岇晠頃橁碃 鞛堨柎鞎 頃╇媹雼. 雼れ嫓 毵愴暣 瓴届榿歆, 鞚橃偓瓴办爼甓岇瀽, 霕愲姅 鞖挫榿 甏毽瀽 霌 歆侂鞕 甏瓿勳梿鞚 鞓堨浮 氇嵏鞚 韱淀暕頃橃棳 鞚橃偓 瓴办爼鞚 雮措Μ電 氚╇矔鞚 臧愲弲頃橂姅 靷瀸鞚措澕氅, 臧歆瓿 鞛堧姅 鞝曤炒臧 毵庫潉靾橂 雿 雮橃潃 瓴瓣臣毳 鞏混潉 靾 鞛堨姷雼堧嫟. 鞛戨彊 鞗愲Μ毳 鞛愳劯頌 靷错幋氤措姅 鞚检潃 鞎勳＜ 鞛鞛堨潉 瓴侂媹雼. 毹胳嫚 霟嫕鞚 氅旍护雼堨鞚 頋ル搿碃 雴霛检毟 肟 鞎勲媹霛, 歆侁磤鞝侅溂搿滊弰 鞚错暣臧 靿届姷雼堧嫟. 鞝 靹戈硠鞝侅溂搿 毹胳嫚 霟嫕鞚 鞓來枼霠レ澊 牍犽ゴ瓴 旎れ瓿 鞛堨姷雼堧嫟. 鞚挫牅電 雿办澊韯 鞓堨浮霠レ潉 鞛呾頃橁碃, 鞚措ゼ 瓿柬暀鞝侅溂搿 頇滌毄頃橂姅 氚╇矔鞚 氇呿檿頌 頃挫暭 頃 霑岇瀰雼堧嫟. 氤 臧曥電 毹胳嫚 霟嫕鞚 鞛戨彊 鞗愲Μ毳 雼る（瓿 鞛堨姷雼堧嫟. 氤奠灐頃 瓿勳偘 鞐嗢澊 旮办磮鞝侅澑 鞗愲Μ, 雿办澊韯办棎靹 韱奠鞍霠レ潉 鞏浑姅 氚╇矔, 鞚措煬頃 韱奠鞍霠レ潉 鞁犽頃 靾 鞛堧姅 氚╇矔, 鞓堨浮 氇嵏鞚 靹彪姤鞚 鞏措姁 鞝曤弰鞚胳 霌膘潉 靷错幋氪呺媹雼. 鞚措姅 攵勳劃 鞝勲臧霌 肟 鞎勲媹霛 氇摖 牍勳雼堨姢 鞝勲臧鞐愱矊霃 頃勳殧頃 雮挫毄鞛呺媹雼. 霕愴暅 氤 臧曥鞐愳劀電 鞚茧皹鞝侅澑 靾橃鞚 毹胳嫚 霟嫕瓿 雿旊秷鞏 斓滌嫚 瓿犼笁 旮半矔鞚 雼る０ 肟 鞎勲媹霛, 甑夓灔頌 頋旐晿歆毵 臧勱臣頃橁赴 靿毚 頃爼鞚 頂柬暊 靾 鞛堧姅 氚╇矔鞚 鞝滌嫓頃╇媹雼. 氤 臧曥鞐愳劀電 鞚措煬頃 欤检牅毳 鞁傅鞝侅溂搿 雼る（瓿 鞛堨毵, 旮办垹鞝侅澑 歆鞁濎澊 鞐嗠姅 頃欖姷鞛愳檧 鞛呺鞛愲弰 靿疥矊 鞚错暣頃 靾 鞛堧弰搿 甑劚霅橃棃鞀惦媹雼. 氤 臧曥鞐愳劀電 雼れ潓瓿 臧欖澊 靹彪姤鞚 鞖办垬頃橁卑雮 攴鸽爣歆 鞎婌潃 旮半矔, 攴鸽Μ瓿 攴 瓴疥硠鞐 鞛堧姅 旮半矔 霌膘潉 雼る（瓿 鞛堨溂氅, 鞚措ゼ 韱淀暣 鞏措枻 旮半矔鞚 須臣鞝侅澑歆毳 頃欖姷頃╇媹雼. 鈥 鞚橃偓瓴办爼 雮橂, 搿滌鞀ろ嫳 須岅穩, 鞁犼步毵 霌 鞓堨浮 氇嵏毵 鞎岅碃毽鞚 鞛戨彊 鞗愲Μ 鈥 瓿检爜頃, p-頃错偣, 靸侁磤甏瓿勲攵韯 鞚戈臣甏瓿勲ゼ 於旍爼頃橂姅 鞓る 霌膘潣 鞙勴棙頃 頃爼 鈥 鞓堨浮 氇嵏鞚 頃挫劃頃橂姅 氚╇矔瓿 攴 鞛戨彊 鞗愲Μ毳 靹る獏頃橂姅 氚╇矔 鈥 鞎欖儊敫 氇嵏毵, 鞐呺Μ頂勴姼 氇嵏毵(鞚茧獏 鈥橃劋霌 氇嵏毵佲) 霌膘潣 瓿犼笁 旮半矔 鈥 靾橂鞚 毹胳嫚 霟嫕 靻岉攧韸胳洦鞏 鞓奠厴 欷 韴挫潉 靹犾爼頃橂姅 氚╇矔 鈥 牍勳雼堨姢 旄‰┐鞐愳劀鞚 鞓堨浮 氇嵏 韽夑皜 氚╇矔 鈥 氤错樃 瓿勳傅鞐 雽頃 鞛犾灛鞝 韼疙枼鞚 雮挫灛霅 鞓堨浮 氇嵏鞚 臧霠る偞電 氚╇矔 (AI 鞙るΜ) 鞁傅鞝侅澑 欤检牅毳 靿疥矊 頀鞚. Columbia University 甑愳垬 鞁滌爤 韹办弓 鞏挫泴霌滊ゼ 靾橃儊頃, 鞐呹硠 靹犽憪欤检瀽 Eric Siegel鞚 鞐煬攵勳潉 齑堧寑頃╇媹雼. 氤 旎るΜ韥橂熂鞚 鞁弰 鞛堧姅 雮挫毄鞙茧 靾橁皶靸濎潣 彀胳棳毳 鞙犽弰頃橂┌, 毹胳嫚 霟嫕鞚措澕電 欤检牅毳 雴霛检毟 鞝曤弰搿 靿疥矊 頀鞚错晿電 瓿检爼 欷 頃橂倶搿 靻愱冀頌欕媹雼. 鞚措 欷戩嫭, 氤奠灐頃 瓿勳偘 氚办牅. 氤 臧曥鞐愳劀電 鞁れ姷氤措嫟電, 牍勳雼堨姢 毽崝鞕 旮夒秬靸來晿電 雿办澊韯 瓿柬暀鞛 氇憪臧 頇滌毄頃 靾 鞛堧弰搿 斓滌嫚 旮办垹瓿 臧鞛 旃橂獏鞝侅澑 頃爼鞚 韽創瓴 雼る（瓿 鞛堨姷雼堧嫟. 霐半澕靹 旖旊敥鞚措倶 毹胳嫚 霟嫕 靻岉攧韸胳洦鞏 靷毄瓿 甏霠悳 鞁れ姷鞚 歆勴枆頃橃 鞎婌姷雼堧嫟. 鞓堨櫢鞝侅溂搿, 韽夑皜 瓿检牅 欷 頃橂倶搿 Excel 霕愲姅 Google Sheets毳 韱淀暣 鞓堨浮 氇嵏鞚 歆侅爲 毵岆摛鞏措炒瓿, 頃措嫻 氇嵏鞚 鞏措柣瓴 臧滌劆霅橂姅歆 雸堨溂搿 歆侅爲 頇曥澑頃橂姅 鞁れ姷 瓿检爼鞚 韽暔霅橃柎 鞛堨姷雼堧嫟. 鞝勲鞝 歆鞁濎潉 臧栰稑 靾橁皶靸濎棎瓴岆弰 鞝來暕頃 臧曥潣. 氚旊 鞁れ姷鞐 霙办柎霌り赴 鞝勳棎, 攵勳劃 鞝勲臧霌れ矘霟 鞛 靸濌皝頃 氤挫劯鞖. 鞚 旎るΜ韥橂熂鞚 頉岆キ頃 旮办垹 鞝勲臧霌れ棎瓴岆弰 頃勳殧頃 鞐煬 氤挫订鞝 雲疙晿鞖半ゼ 鞝滉车頃╇媹雼. 鞚 臧曥潣電 韮勴儎頃 臧滊厫 甑“ 靻嶌棎 頃奠嫭 旮办垹鞚 鞙勳箻鞁滍偟雼堧嫟. 霕愴暅 雽攵攵勳潣 旮办垹 攵勳暭 臧曥鞐愳劀 雼る（歆 鞎婋姅 鞐呺Μ頂勴姼 氇嵏毵(靹る摑 氇嵏毵)鞚措倶 鞙勴棙頃 頃爼鞐 雽頃挫劀霃 雼る（瓿 鞛堨姷雼堧嫟. 氩る崝 欷戨鞝. 氤 臧曥鞐愲姅 SAS 鞝滍拡鞚 靷毄頃 毹胳嫚 霟嫕 靻岉攧韸胳洦鞏 雿半 臧曥潣臧 韽暔霅橃柎 鞛堨姷雼堧嫟. 攴鸽煬雮 鞚 旎るΜ韥橂熂鞚 氩る崝 欷戨鞝侅澊氅. 氩旍毄鞝侅溂搿 鞝侅毄霅 靾 鞛堨姷雼堧嫟. 氤 臧曥鞐愳劀 雼る（電 雮挫毄瓿 頃欖姷 氇╉憸電 鞏措枻 毹胳嫚 霟嫕 靻岉攧韸胳洦鞏 韴挫潉 靷毄頃橂姁雰愳棎 甏瓿勳梿鞚 鞝侅毄霅╇媹雼. 靹犿枆臧曥. 氤 臧曥毳 靾橁皶頃橁赴鞐 鞎烄劀, 鞝勲 臧曥鞚 'The Power of Machine Learning'(臧曥 1)瓿 'Launching Machine Learning'(臧曥 2)鞚 毹检爛 靾橁皶頃橃嫓旮 氚旊瀺雼堧嫟.
毹胳嫚 霟嫕 韼疙枼 III: 瓿奠爼靹膘潃 鞚胳鞚 彀硠頃橃 鞎婋姅雼
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From the lesson
4雼洂. 頃爼, 韼疙枼, 攴鸽Μ瓿 瓴半
Taught By
Eric Siegel
Founder of Machine Learning Week and GenAI World, executive editor of "The Machine Learning Times", author of "The AI Playbook" and "Predictive Analytics"