人工智能專業(yè)詳細(xì)介紹
什么是人工智能-計(jì)算機(jī)科學(xué)理論奠基人圖靈在論文《計(jì)算機(jī)器和智能》中提出了提出了著名的“圖靈測試”——如果一臺(tái)機(jī)器能夠與人展開對話(通過電傳設(shè)備),并且會(huì)被人誤以為它也是人,那么這臺(tái)機(jī)器就具有智能。人工智能......
大學(xué)排行榜:
人工智能中國大學(xué)排名
學(xué)校介紹:
加州大學(xué)圣地亞哥分校
1、學(xué)校簡介
是一所位于美國加州的頂尖公立大學(xué),屬于加州大學(xué)系統(tǒng)之一,位于南加州圣地亞哥市的拉荷亞(La Jolla)社區(qū)。校區(qū)坐落在海灘邊,被Newsweek評為全美“最性感”的理科學(xué)習(xí)場所。成立于1959年,擁有一個(gè)占地866公頃(約12990畝)的校園。雖然成立只有短短的五十余年,卻位列加州大學(xué)系統(tǒng)內(nèi)前三名,與加州大學(xué)洛杉磯分校 在學(xué)術(shù)上不分伯仲。其亦為“公立常春藤”中的頂尖者,曾產(chǎn)生二十位諾貝爾獎(jiǎng)得主,是全美重要的學(xué)術(shù)發(fā)展重地。因此,大學(xué)研究撥款總額上UCSD高達(dá)19億美元,位居全美第5。
綜合排名:39
專業(yè)排名:35
2、專業(yè)介紹
https://apply.gra.ucs.eu/epartments/computer-science-an-engineering#computer-engineering-cs76
Computer Science和Computer Engineering都人工智能這個(gè)方向。
課程設(shè)置: http://www.ece.ucs.eu/courses
該碩士項(xiàng)目有3個(gè)學(xué)位計(jì)劃可供學(xué)生選擇:
M.S. Plan I - Thesis
M.S. Plan II- Comprehensive Exam,Stanar Option****
M.S. Plan II - Comprehensive Exam,Interisciplinary Option****
The breath requirement ensures that MS stuents share knowlege of funamental concepts an tools from across broa areas of computer science an computer engineering. Stuents must complete three grauate courses (twelve units) to satisfy this requirement. Courses must be taken for a letter grae an complete with grae of B- or higher. Breath courses are categorize into three areas: Theory,Systems,an Applications. 學(xué)生們在計(jì)算機(jī)科學(xué)和計(jì)算機(jī)工程的廣泛領(lǐng)域中分享基本概念和工具的知識,只有以下三個(gè)領(lǐng)域:理論、系統(tǒng)和應(yīng)用。
The epth requirement ensures that MS stuents acquire expertise in a general research or specialization area. Stuents pursuing the computer engineering egree must choose that as the epth area. Stuents must complete three grauate courses (12 units) of approve courses to fulfill the epth requirement. Courses must be taken for a letter grae. 確保學(xué)生在一般的研究或?qū)I(yè)領(lǐng)域獲得專業(yè)知識,攻讀計(jì)算機(jī)工程學(xué)位的學(xué)生必須選擇作為深度領(lǐng)域,以滿足課程的深度要求(如果選擇人工智能方向,只能選擇這個(gè)要求)
M.S. Plan I - Thesis論文****
http://cse.ucs.eu/grauate/egree-programs/ms-program/ms-2015-thesis****
·Computer Science majors must take three courses (12 units) from one epth area on this list.
·Computer Engineering majors must take three courses (12 units) from the Computer Engineering epth area only.
·Courses must be taken for a letter grae.
·CSE 250A- AI: Probabilistic Reasoning an Learning概率推理和學(xué)習(xí)
·CSE 250B- AI: Learning Algorithms學(xué)習(xí)算法
·CSE 250C- Machine Learning Theory機(jī)器學(xué)習(xí)理論
·CSE 253- Neural Networks/Pattern Recognition神經(jīng)網(wǎng)絡(luò)/模式識別
·CSE 254- Statistical Learning統(tǒng)計(jì)學(xué)習(xí)
·CSE 255- Data Mining an Preictive Analysis數(shù)據(jù)挖掘和預(yù)測分析
·CSE 256- Statistical Natural Language Processing統(tǒng)計(jì)自然語言處理
·CSE 258- Recommene Systems an Web Mining推薦系統(tǒng)和網(wǎng)絡(luò)挖掘
·CSE 258A- Cognitive Moeling-認(rèn)知建模
·CSE 291- Statistical Learning an Combinatorics統(tǒng)計(jì)學(xué)習(xí)和組合學(xué)
·CSE 291- Graph Mining/Network Analysis繪圖/網(wǎng)絡(luò)分析
·CSE 291- Latent Variable Moels潛變量模型
·CSE 291- Topics in Statistical NLP統(tǒng)計(jì)NLP的主題
·CSE 291- Statistical Learning Theory統(tǒng)計(jì)學(xué)習(xí)理論
·CSE 291- Automate Reasoning in AI人工智能的自動(dòng)推理
·CSE 291: Recommener Systems:推薦系統(tǒng)
·CSE 291: Av. Analytics an ML Systems av分析和ML系統(tǒng)
·CSE 291:Convex Optimization凸優(yōu)化
·CSE 291: Machine Learning on 3D Data數(shù)據(jù)的機(jī)器學(xué)習(xí)
·CSE 291: Avance Statistical NLP高級統(tǒng)計(jì)NLP
·COGS 243- Statistical Data Analysis統(tǒng)計(jì)數(shù)據(jù)分析
·COGS 260- Image Recognition (w/ Z. Tu)COGS 260-圖像識別(w/z.Tu)
·MAE 242- Robot Motion Planning機(jī)器人運(yùn)動(dòng)計(jì)劃
·ECE 276C-Robot Reinforcement Learning機(jī)器人強(qiáng)化學(xué)習(xí)
A minimum of 8 an maximum of 12 units of CSE 298 (Inepenent Research) is require for the Thesis plan. Elective courses must be complete for letter grae. The remaining units are chosen from grauate courses in CSE,ECE an Mathematics,or from other epartments as approve,per theELECTIVES EXCEPTION LIST.
AMaximum of ONE unergrauate CSE upper-ivision course from approveELECTIVES EXCEPTION LIST**is permitte towars Electives. *Note,stuents are not permitte to ouble-count the grauate version or a similar course of the unergrauate exception towars the egree requirements.In aition,seats are not guarantee for approve list of CSE unergrauate course. Unergrauate stuents receive priority seating.*Please irect questions regaring exception list to cse-ms-avisors@eng.ucs.eu
These requirements are the same for both Computer Science an Computer Engineering majors. Courses must be complete for a letter grae,except the CSE 298 research units that are taken on a Satisfactory/Unsatisfactory basis. Seminar an teaching units may not count towar the Electives an Research requirement,although both are encourage.
A thesis base on the stuent’s research must be written an subsequently reviewe by the stuent's MS thesis committee. It is then submitte as escribe in the general university requirements. The MS committee,appointe by the ean of Grauate Stuies,consists of three faculty members,with at least two members from with the CSE epartment.一篇以學(xué)生的研究為基礎(chǔ)的論文,并由學(xué)生的論文答辯委員會(huì)審查。然后按照一般大學(xué)的要求提交。由研究生院院長任命的MS委員會(huì)由三名教員組成的老師來審核,其中至少有兩名成員來自CSE部門。
M.S. Plan II- Comprehensive Exam,Stanar Option綜合考試,標(biāo)準(zhǔn)選項(xiàng)
http://cse.ucs.eu/grauate/egree-programs/ms-program/ms-2015-comp-stanar
Uner this plan,the stuent must pass the comprehensive examination esigne to test the stuent’s knowlege in funamental computer science material. The examination covers a wie range of material across the breath areas,enabling stuents to emonstrate the cumulative knowlege they have gaine. 在這個(gè)計(jì)劃下,學(xué)生必須通過全面的考試,以測試學(xué)生在基礎(chǔ)計(jì)算機(jī)科學(xué)材料中的知識。這次考試涵蓋了廣泛的范圍,使學(xué)生能夠展示他們所獲得的累積知識。
MS Plan II- Comprehensive Exam,Interisciplinary Option (Effective Fall 2015)綜合老師,跨學(xué)科選擇
http://cse.ucs.eu/grauate/egree-programs/ms-program/ms-2015-comp-interisc
3、申請要求
GPA要去3.0; 托福80或雅思7.0; 需要提交GRE成績,沒有最低分?jǐn)?shù)要求
Amission to the CSE grauate program is very selective.Our epartment receives over 4,000 applications annually. We seek applicants with a strong acaemic backgroun in computer science an engineering an/or a relate fiel an a emonstrate potential for success in grauate school. Each application unergoes a comprehensive review by the CSE Amissions Committee,which examines every component of the application an supplemental materials when consiering an applicant for amission. (Stanarize test scores an grae point averages (GPA) are an integral part of the evaluation process,but amissions ecisions are NOT mae base on these components alone.)
先修課要求:
包括兩個(gè)方面,一個(gè)是最基本的要求,另外是不同專業(yè)方向課程的要求。
These competency recommenations are broken own into two categories: a baseline competency that is common across all epth areas,an aitional recommene backgroun specific to iniviual epth areas (incluing links to the grauate course escriptions),which are liste below:
Minimum baseline Competency Requirements (applicable to all epth areas):
Programming Language Competency最基本的要求
Competency in both C++ an Java
online courses:
http://ocw.mit.eu/courses/electrical-engineering-an-computer-science/6-096-introuction-to-c-ja
nuary-iap-2011/http://ocw.mit.eu/courses/electrical-engineering-an-computer-science/6-092-introuction-to-programming-in-java-january-iap-2010/
Artificial Intelligence (e.g.CSE 250A):人工智能方向的先修課要求:
Multi-Variable Calculus: Derivatives,integrals,vector functions,graients an Hessians.多變量微積分:導(dǎo)數(shù)、積分、向量函數(shù)、梯度和黑森。
Linear Algebra: Vectors,matrices,ot-proucts an norms,eigenvalues an eigenvectors,singular value ecomposition.線性代數(shù):向量,矩陣,點(diǎn)積和規(guī)范,特征值和特征向量,奇異值分解。
如果課程達(dá)不到要求,可以通過在線網(wǎng)課來滿足要求:
【微語】你在遠(yuǎn)方的校園里,用知識點(diǎn)亮未來,用堅(jiān)韌書寫青春的華章。
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