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=}~} 57?m.fJa/ #RioH?½Hķ-л~`NËQ1Cyw5 oˁo2;wPImJ>/wk:4_6.5Sx- &[r)RIhMb1p1Q e*y 9?uhnXj ѧfvc ~F1Ɩyy7~ScZՍNں@ U?b \od^i0ƒ%st U2N?wyv"u૝4;Y^O Jdjջ' |} 0s+EO\sxOMLi6LSm=;>.oss!Aaf㆐CS.fvi}nȗ,Yfcy^z98d|.&cxK)r c$+eyTGMGuְN E qzZ9Rܤ,m RZ.K4S#FK8C>\vgT/b\d`ikqEr&ͩa=*zfBcS6ill?ڔː~xDl?+4^d_ ̻Ј.=+xnxHח3s0z9紙u4;BJU * W#| CO}(*wy5Q!@+{:gX6#Ll^%BY{#`2>6?4^P:hft0@=@>19;VeUT[Cʁ?]j|ٲ:5Way%sO ЎBv 8Aն.5oԶP%7󹜂)"Fޓcn8Eכ.T0 V'㘊e &XZ+ø0IO"A O/JBƧl9Q81h JK 'My:DhmWʼnOu1{\mGjy,^ѭƑXRzC G-)!I*Q_>}a >]*#k b2F;.lb'i.'C)D b0\Sٸx~ySb@DTNXd"aas\r&lo4\q\X8hhk^Z> endobj 33 0 obj << /Type /StructElem /S /Figure /P 32 0 R /Pg 10 0 R /A [112 0 R 0] /K [0] >> endobj 34 0 obj << /Type /StructElem /S /H5 /P 32 0 R /T (Questions? msds-support@colorado.edu) /E (Questions? msds-support@colorado.edu) /Pg 10 0 R /K [1] >> endobj 35 0 obj << /Type /StructElem /S /H5 /P 113 0 R /T (In order to earn the MS-DS degree, the DS Certificate, and the AI Certificate, you will need to declare each program using Program Action Form in Buff Portal.) /E (In order to earn the MS-DS degree, the DS Certificate, and the AI Certificate, you will need to declare each program using Program Action Form in Buff Portal.) /Pg 10 0 R /K [2] >> endobj 36 0 obj << /Type /StructElem /S /H5 /P 114 0 R /T (In order to apply outside electives \(CSCA courses - up to 6 outside electives allowed\), you will need to complete the 'outside electives' survey that you will receive in your email near the end of each session.) /E (In order to apply outside electives \(CSCA courses - up to 6 outside electives allowed\), you will need to complete the 'outside electives' survey that you will receive in your email near the end of each session.) /Pg 10 0 R /K [3] >> endobj 37 0 obj << /Type /StructElem /S /H5 /P 115 0 R /T (Not all AI certificate courses are fully developed, and we do not have estimates on when they will be available. ) /E (Not all AI certificate courses are fully developed, and we do not have estimates on when they will be available. ) /Pg 10 0 R /K [4] >> endobj 38 0 obj << /Type /StructElem /S /H5 /P 116 0 R /T (Please note that this document displays how to earn these credentials in the least amount of credits. However, there are other ways to earn these credentials in more than 30 credits.) /E (Please note that this document displays how to earn these credentials in the least amount of credits. However, there are other ways to earn these credentials in more than 30 credits.) /Pg 10 0 R /K [5] >> endobj 39 0 obj << /Type /StructElem /S /H5 /P 117 0 R /T (To meet MS-DS requirements, students need to take at least 3 DTSA prefix courses within the electives section.) /E (To meet MS-DS requirements, students need to take at least 3 DTSA prefix courses within the electives section.) /Pg 10 0 R /K [6] >> endobj 40 0 obj << /Type /StructElem /S /H3 /P 32 0 R /T (Specializations applying to MS-DS Only:) /E (Specializations applying to MS-DS Only:) /Pg 10 0 R /K [7] >> endobj 41 0 obj << /Type /StructElem /S /H1 /P 32 0 R /T (MS-DS + AI Certificate \(30 credits\)) /E (MS-DS + AI Certificate \(30 credits\)) /Pg 10 0 R /K [8] >> endobj 42 0 obj << /Type /StructElem /S /H4 /P 32 0 R /T (Data Science Foundations: Statistical Inference \(3 credits\)) /E (Data Science Foundations: Statistical Inference \(3 credits\)) /Pg 10 0 R /K [9] >> endobj 43 0 obj << /Type /StructElem /S /H4 /P 32 0 R /T (Data Science Foundations: Data Structures & Algorithms \(3 credits\)) /E (Data Science Foundations: Data Structures & Algorithms \(3 credits\)) /Pg 10 0 R /K [10] >> endobj 44 0 obj << /Type /StructElem /S /H5 /P 118 0 R /T (Artificial Intelligence Ethics \( 3 credits\)) /E (Artificial Intelligence Ethics \( 3 credits\)) /Pg 10 0 R /K [11] >> endobj 45 0 obj << /Type /StructElem /S /H5 /P 119 0 R /T (Foundations of Autonomous Systems \(3 credits\) ) /E (Foundations of Autonomous Systems \(3 credits\) ) /Pg 10 0 R /K [12] >> endobj 46 0 obj << /Type /StructElem /S /H5 /P 120 0 R /T (Introduction to Robotics with Webots \(3 credits\) ) /E (Introduction to Robotics with Webots \(3 credits\) ) /Pg 10 0 R /K [13] >> endobj 47 0 obj << /Type /StructElem /S /H5 /P 121 0 R /T (Generative AI \(3 credits\) ) /E (Generative AI \(3 credits\) ) /Pg 10 0 R /K [14] >> endobj 48 0 obj << /Type /StructElem /S /H5 /P 122 0 R /T (Artificial Intelligence \(3 credits\) ) /E (Artificial Intelligence \(3 credits\) ) /Pg 10 0 R /K [15] >> endobj 49 0 obj << /Type /StructElem /S /H5 /P 123 0 R /T (Reinforcement Learning \(3 credits\) ) /E (Reinforcement Learning \(3 credits\) ) /Pg 10 0 R /K [16] >> endobj 50 0 obj << /Type /StructElem /S /H3 /P 32 0 R /T (Specializations applying to MS-DS + AI Certificate:) /E (Specializations applying to MS-DS + AI Certificate:) /Pg 10 0 R /K [17] >> endobj 51 0 obj << /Type /StructElem /S /H5 /P 32 0 R /T (Natural Language Processing \(3 credits\) \(under development\) \(Take DTSA versions\) + 6 Outside CSCA Elective Courses: ) /E (Natural Language Processing \(3 credits\) \(under development\) \(Take DTSA versions\) + 6 Outside CSCA Elective Courses: ) /Pg 10 0 R /K [18] >> endobj 52 0 obj << /Type /StructElem /S /H3 /P 32 0 R /T (Electives \(9 credits\):) /E (Electives \(9 credits\):) /Pg 10 0 R /K [19] >> endobj 53 0 obj << /Type /StructElem /S /H2 /P 32 0 R /T (Notes:) /E (Notes:) /Pg 10 0 R /K [20] >> endobj 54 0 obj << /Type /StructElem /S /H4 /P 32 0 R /T (Vital Skills for Data Scientists \(4 credits\)) /E (Vital Skills for Data Scientists \(4 credits\)) /Pg 10 0 R /K [21] >> endobj 55 0 obj << /Type /StructElem /S /H4 /P 32 0 R /T (Data Mining Foundations & Practice \(3 credits\)) /E (Data Mining Foundations & Practice \(3 credits\)) /Pg 10 0 R /K [22] >> endobj 56 0 obj << /Type /StructElem /S /H4 /P 32 0 R /T (Statistical Modeling for Data Science \(3 credits\)) /E (Statistical Modeling for Data Science \(3 credits\)) /Pg 10 0 R /K [23] >> endobj 57 0 obj << /Type /StructElem /S /H4 /P 32 0 R /T (Databases \(2 credits\)) /E (Databases \(2 credits\)) /Pg 10 0 R /K [24] >> endobj 58 0 obj << /Type /StructElem /S /H5 /P 32 0 R /T (Machine Learning \(3 credits\) \(crosslisted - take DTSA versions\)) /E (Machine Learning \(3 credits\) \(crosslisted - take DTSA versions\)) /Pg 10 0 R /K [25] >> endobj 59 0 obj << /Type /StructElem /S /H4 /P 32 0 R /T ( Follow this guide if you declared the AI Certificate during or after the 2026-27 Catalog year) /E ( Follow this guide if you declared the AI Certificate during or after the 2026-27 Catalog year) /Pg 10 0 R /K [26] >> endobj 60 0 obj << /Type /StructElem /S /P /P 32 0 R /E ( From blue box below) /Pg 10 0 R /K [27] >> endobj 61 0 obj << /Type /StructElem /S /P /P 32 0 R /E (1 FULL specialization +) /Pg 10 0 R /K [28] >> endobj 62 0 obj << /Type /StructElem /S /P /P 32 0 R /E ( 3 credits, 1 of which MUST be from the ) /Pg 10 0 R /K [29] >> endobj 63 0 obj << /Type /StructElem /S /P /P 32 0 R /E (Artificial Intelligence Ethics specialization.) /Pg 10 0 R /K [30] >> endobj 64 0 obj << /Type /StructElem /S /Figure /P 32 0 R /Pg 10 0 R /A [124 0 R 0] /K [31] >> endobj 65 0 obj << /Type /StructElem /S /Figure /P 32 0 R /Pg 10 0 R /A [125 0 R 0] /K [32] >> endobj 66 0 obj << /Type /StructElem /S /Figure /P 32 0 R /Pg 10 0 R /A [126 0 R 0] /K [33] >> endobj 67 0 obj << /Type /StructElem /S /Figure /P 32 0 R /Pg 10 0 R /A [127 0 R 0] /K [34] >> endobj 68 0 obj << /Type /StructElem /S /Figure /P 32 0 R /Pg 10 0 R /A [128 0 R 0] /K [35] >> endobj 69 0 obj << /Type /StructElem /S /Figure /P 32 0 R /Pg 10 0 R /A [129 0 R 0] /K [36] >> endobj 70 0 obj << /Type /StructElem /S /Figure /P 32 0 R /Pg 10 0 R /A [130 0 R 0] /K [37] >> endobj 71 0 obj << /Type /StructElem /S /Figure /P 32 0 R /Pg 10 0 R /A [131 0 R 0] /K [38] >> endobj 72 0 obj << /Type /StructElem /S /Figure /P 32 0 R /Pg 10 0 R /A [132 0 R 0] /K [39] >> endobj 73 0 obj << /Type /StructElem /S /Figure /P 32 0 R /Pg 10 0 R /A [133 0 R 0] /K [40] >> endobj 74 0 obj << /Type /StructElem /S /Figure /P 32 0 R /Pg 10 0 R /A [134 0 R 0] /K [41] >> endobj 75 0 obj << /Title (Specializations applying to MS-DS Only:) /Dest [10 0 R /Fit] /Parent 15 0 R /Next 76 0 R >> endobj 76 0 obj << /Title (Notes:) /Dest [10 0 R /Fit] /Parent 15 0 R /Prev 75 0 R /First 135 0 R /Last 136 0 R /Count -13 >> endobj 77 0 obj << /ca 1 /BM /Normal >> endobj 78 0 obj << /Type /ExtGState /ca 0.0 >> endobj 79 0 obj << /Length 293 /N 3 /Filter /FlateDecode >> stream x}JԂ(28hiRpi"VSAOHStspu+.c(#ARx@?F[V[G@`*dK$O.K o@6`O,f'˘O asx0A6vf 8{c7%opZ:u Q 0Q٣F *Ԑ(SDGACAajgrx]s PxM cvhO> stream xw`E3{o$$4b@ADyXAG$< X" 5Iv~l-\y;;w>̜98Ơ/<&8OlRULjQvzR@WTKD KB,CU#DƣVU%"*^o}G qv"cUn+xr5#Ox8ZW*t} ׇW"Xy)s OJl e1Y/X/B C|}Q$k={s-~7{sK ċr}K$kUʊ*עY*{L6lʊ[(ZlRuǔu"H?e×Ȟ[dѮbh9lUhò^ii%TzfrPFf"O9ˊob}0Yک ՌっNWQd[8+E7ˎ;v+9(%2cq?y#V9k"L|EJd'}",ho+}3h;|AzFI2f&.c#8)({=)en}; |]5QKJU VRNgVtr xOS]׺QE2(E0;揨&j2UphvB 9v6۽?/^(xr:z j9cQ R1VF}M [ }m;sga?Ԓ9Ezg/l11)ѮrԵ-]n)ye=9F 2&ЁZW,Ӑ_uDDg*Iڝ\9>=2*zPu}1C-4Jk)oMQsb}6X"8Ʀt5  2Ҙ_;5DKD4?|, еf;VbwV'fV"pe|ꍛ70.4,rPw9af~Q ~ 3nANGc))̂sN0 1#9iq[o`e?/;uc)=l;%k $/nW:T_0ծ.ݖF/YΥ7u N28({"t!ȝ\ [TUO _vTLt52#ƗtlV,Q/SĄ"[ ?FQ_V75sl 5*t[Es]BtϠ *߸ΉM4Ji@a^tuP?x-CTGv")uQ/iGb SJeYXƸ̴Xi8u.+PECV@߆:qܻ@Dݘ ]_6u(n}*']ڽM#=_I+D;ML9ۃhe1|ђB|\zN;wxpqZpG%:]-0߷uQ1Ë/Ǹ;=)v.>ZCo;=OIԎ*Ą2ӞzIŏ}eӻ[%ʋoo fcMWFQ*/%w~`6v C5 k9U1=ca `$hR5>htf9[Ci [(7^ t[[K`7AF #0qss(qw[)En _;Zf&f 9)Ao79=֎.c̡fDS.f$#|"&;:ThC{Qed@|a+XL.  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