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63 | 63 |
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64 | 64 | \begin{tabular*}{7in}{l@{\extracolsep{\fill}}r}
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65 | 65 | \textbf{\Large Scott Clark} & \textbf{\today} \\
|
66 |
| -Graduate Student, DOE Computational Science Graduate Fellow & [email protected] \\ |
67 |
| -657 Rhodes Hall, Ithaca, NY, 14853 & cam.cornell.edu/$\sim$sc932 \\ |
| 66 | +Data Mining Engineer and Team Lead at Yelp & [email protected] \\ |
| 67 | +http://github.com/sc932 & http://scottclark.io \\ |
68 | 68 | \end{tabular*}
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69 | 69 | \\
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70 | 70 |
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76 | 76 |
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77 | 77 | \item
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78 | 78 |
|
79 |
| - \ressubheading{Cornell University}{Ithaca, NY}{Ph.D. Applied Math (current), M.S. Computer Science}{2008 - 2012(projected)} |
| 79 | + \ressubheading{Cornell University}{Ithaca, NY}{Ph.D. Applied Math, M.S. Computer Science}{2008 - 2012} |
80 | 80 |
|
81 | 81 | \begin{itemize}
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82 | 82 |
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83 | 83 | \resitem{Department of Energy Computational Science Graduate Fellow (Full Scholarship, 4 years)}
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84 | 84 |
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85 | 85 | \resitem{Emphasis on machine learning/data mining and algorithm design/software development related to bioinformatics and optimization}
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86 | 86 |
|
87 |
| - \resitem{Committee: Peter Frazier (advisor), Steve Strogatz, Bart Selman, Zhong Wang} |
| 87 | + \resitem{Committee: Prof. Peter Frazier (advisor), Prof. Steve Strogatz, Prof. Bart Selman, Dr. Zhong Wang} |
88 | 88 |
|
89 | 89 | \end{itemize}
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90 | 90 |
|
|
98 | 98 |
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99 | 99 | \resitem{Strong emphasis on scientific computing, numerical analysis and software development}
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100 | 100 |
|
101 |
| - \resitem{Advisors: Rubin Landau, Malgorzata Peszynska} |
| 101 | + \resitem{Advisors: Prof. Rubin Landau, Prof. Malgorzata Peszynska} |
102 | 102 |
|
103 | 103 | \end{itemize}
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104 | 104 |
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|
108 | 108 | \resheading{Industry Experience}
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109 | 109 | %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
110 | 110 | \begin{itemize}
|
| 111 | +\item |
| 112 | + |
| 113 | + \ressubheading{Yelp Inc}{San Francisco, CA}{Data Mining Engineer and Lead on Ad Targeting Team}{July 2012 - current} |
| 114 | + \begin{itemize} |
| 115 | + \resitem{{\bf Optimization:} Co-developed and led team for MOE: the Metric Optimization Engine (\texttt{github.com/Yelp/MOE}, an \textbf{open source} optimization framework), found significant gains in different metrics across the organization using Bayesian Global Optimization algorithms.} |
| 116 | + \resitem{{\bf Targeting:} Implemented multi-armed bandit strategies for ad selection, sole targeting engineer on mobile app ads rollout, developed new location-based targeting algorithms, advised and helped develop other machine learning and math based targeting projects.} |
| 117 | + \resitem{{\bf Leadership:} Led cross-organization teams as director of the Yelp Dataset Challenge, MOE team lead, intern and new-hire mentor, founder and organizer of Applied Learning Group (bi-weekly, all-engineering technical speaker series) and more. Successfully managed projects from inception to on-time completion; balancing tradeoffs and coordinating teamwork.} |
| 118 | + \resitem{{\bf Recruiting:} Created, implemented, and directed \texttt{yelp.com/dataset\_challenge}, gave many dozens of tech talks across the country, led events, gave hundreds of technical interviews, and closed candidates.} |
| 119 | + \end{itemize} |
| 120 | + |
111 | 121 | \item
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112 | 122 | \ressubheading{Bloomberg LP}{New York, NY}{Financial Software Development Intern}{Summer 2011}
|
113 | 123 | \begin{itemize}
|
|
150 | 160 | \end{itemize}
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151 | 161 |
|
152 | 162 | %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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153 |
| -\resheading{Publications {\mdseries(available at cam.cornell.edu/$\sim$sc932/Research.html)}} |
| 163 | +\resheading{Publications} |
154 | 164 | %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
155 | 165 | \begin{enumerate}
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| 166 | + \item SC Clark, {\it PARALLEL MACHINE LEARNING ALGORITHMS IN BIOINFORMATICS AND GLOBAL OPTIMIZATION}. PhD Thesis in Applied Mathematics, Cornell University, May 2012. |
156 | 167 | \item SC Clark, R Egan, P Frazier, and Z Wang, {\it ALE: an Assembly Likelihood Evaluation Framework to Assess the
|
157 |
| -Accuracy of Metagenome Assemblies} in preparation for {\it Genome Research} (2012). |
| 168 | + Accuracy of Metagenome Assemblies} {\it Bioinformatics} {\bf 29}, 4, 435-443 (2013). |
158 | 169 | \item SC Clark, N Hengartner, and J Berendzen, {\it Velvetrope: a parallel, bitwise algorithm for finding homologous regions within multiple sequences} submitted to {\it BMC Bioinformatics} (2010).
|
159 | 170 | \item SC Clark, {\it Solving Genomic Jigsaws}. DEIXIS Magazine {\bf 8} 30--32 (2010).
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160 | 171 | \item KC Kunes, SC Clark, DL Cox, and RR Singh, {\it Left handed β helix models for mammalian prion fibrils.} Prion {\bf 2}, 2, 81--90 (2008).
|
|
164 | 175 | \resheading{Presentations}
|
165 | 176 | %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
166 | 177 | \begin{itemize}
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| 178 | +\item |
| 179 | + {\it Introducing the Metric Optimization Engine (MOE); an open source, black box, Bayesian Global Optimization engine for optimal experimental design} |
| 180 | + \begin{itemize} |
| 181 | + \item MLconf 2014 (Talk) -- San Francisco, CA (October 2014) |
| 182 | + \item Stanford University AI Lab (Talk) -- Palo Alto, CA (October 2014) |
| 183 | + \item San Francisco Machine Learning Meetup (Talk) -- San Francisco, CA (October 2014) |
| 184 | + \item ACM RecSys 2014 (Talk) -- Palo Alto, CA (October 2014) |
| 185 | + \item Stanford University (Talk) -- Palo Alto, CA (October 2014) |
| 186 | + \item Microsoft Research (Talk) -- Mountain View, CA (September 2014) |
| 187 | + \item University of California, Berkeley (Talk) -- Berkeley, CA (September 2014) |
| 188 | + \item Cornell University (Talk) -- Ithaca, NY (September 2014) |
| 189 | + \item Hack Lab (Talk) -- Zagreb, Croatia (September 2014) |
| 190 | + \item BounceExchange (Talk) -- New York, NY (August 2014) |
| 191 | + \item BrightRoll (Talk) -- San Francisco, CA (August 2014) |
| 192 | + \item LinkedIn (Talk) -- Mountain View, CA (August 2014) |
| 193 | + \item Netflix (Talk) -- Los Gatos, CA (August 2014) |
| 194 | + \item Optimizely (Talk) -- San Francisco, CA (August 2014) |
| 195 | + \end{itemize} |
| 196 | +\item |
| 197 | + {\it Optimal Learning for Fun and Profit, an introduction to multi-armed bandits} |
| 198 | + \begin{itemize} |
| 199 | + \item Yelp Headquarters (Several Talks) -- San Francisco, CA (2013-2014) |
| 200 | + \item Cornell University (Talk) -- Ithaca, NY (Feburary 2014) |
| 201 | + \item Stanford University (Talk) -- Palo Alto, CA (January 2014) |
| 202 | + \item University of California, Davis (Talk) -- Davis, CA (May 2014) |
| 203 | + \item Cornell University (Talk) -- Ithaca, NY (September 2013) |
| 204 | + \item Carnegie Mellon University (Talk) -- Mountain View, CA (April 2013) |
| 205 | + \item Harvey Mudd College (Talk) -- Claremont, CA (April 2013) |
| 206 | + \item Cornell University (Talk) -- Ithaca, NY (Feburary 2013) |
| 207 | + \item Stanford University (Talk) -- Palo Alto, CA (January 2013) |
| 208 | + \item Cornell University (Talk) -- Ithaca, NY (September 2012) |
| 209 | + \end{itemize} |
| 210 | +\item |
| 211 | + {\it Parallel Machine Learning Algorithms in Bioinformatics and Global Optimization, Thesis Defense} |
| 212 | + \begin{itemize} |
| 213 | + \item DOE CSGF Annual Conference (Talk) -- Washington D.C. (June 2012) |
| 214 | + \item Cornell University (Talk) -- Ithaca, NY (May 2012) |
| 215 | + \end{itemize} |
167 | 216 | \item
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168 | 217 | {\it Learning for Metagenomic Assembly Validation and Optimization}
|
169 | 218 | \begin{itemize}
|
170 | 219 | \item Supercomputing 2011 (SC11) (Poster) -- Seattle, WA (November 2011)
|
| 220 | + \item DOE CSGF Annual Conference (Poster, award finalist) -- Washington D.C. (June 2011) |
171 | 221 | \item SIAM CSE conference (Talk) -- Reno, NV (February 2011)
|
172 | 222 | \item INFORMS annual meeting (Talk) -- Austin, TX (November 2010)
|
173 | 223 | \item Cornell Math Sciences Seminar (Talk) -- Ithaca, NY (November 2010)
|
|
186 | 236 | \item Cornell Engineering Research Conference (Poster) -- Ithaca, NY (May 2010)
|
187 | 237 | \item DOE CSGF Annual Conference (Poster, award finalist) -- Washington D.C. (June 2009)
|
188 | 238 | \end{itemize}
|
189 |
| - |
190 | 239 | \item
|
191 | 240 | {\it Finite Element Analysis of Uncertain Interfaces}
|
192 | 241 | \begin{itemize}
|
|
195 | 244 |
|
196 | 245 | \end{itemize}
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197 | 246 |
|
198 |
| -\pagebreak |
| 247 | +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% |
| 248 | +\resheading{Recruiting Events} |
| 249 | +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% |
| 250 | +\begin{itemize} |
| 251 | +\item |
| 252 | + Carnegie Mellon University |
| 253 | + \begin{itemize} |
| 254 | + \item Seminar Talk (speaker) -- April 2013 |
| 255 | + \end{itemize} |
| 256 | +\item |
| 257 | + Cornell University |
| 258 | + \begin{itemize} |
| 259 | + \item Career Fair -- September 2014 |
| 260 | + \item Tech Networking Reception -- September 2014 |
| 261 | + \item Resume Review and Office Hours -- September 2014 |
| 262 | + \item Tech Talk (speaker) -- September 2014 |
| 263 | + \item On campus interviews -- September 2014 |
| 264 | + \item Career Fair -- February 2014 |
| 265 | + \item Tech Networking Reception -- February 2014 |
| 266 | + \item Resume Review and Office Hours -- February 2014 |
| 267 | + \item Tech Talk (speaker) -- February 2014 |
| 268 | + \item On campus interviews -- February 2014 |
| 269 | + \item Career Fair -- September 2013 |
| 270 | + \item Resume Review and Office Hours -- September 2013 |
| 271 | + \item Tech Talk (speaker) -- September 2013 |
| 272 | + \item On campus interviews -- September 2013 |
| 273 | + \item Career Fair -- February 2013 |
| 274 | + \item Tech Talk (speaker) -- February 2013 |
| 275 | + \item Resume Review and Office Hours -- February 2013 |
| 276 | + \item On campus interviews -- February 2013 |
| 277 | + \item Career Fair -- September 2012 |
| 278 | + \item Tech Talk (speaker) -- September 2012 |
| 279 | + \item On campus interviews -- September 2012 |
| 280 | + \end{itemize} |
| 281 | +\item |
| 282 | + Harvey Mudd College |
| 283 | + \begin{itemize} |
| 284 | + \item Tech Talk (speaker) -- April 2013 |
| 285 | + \item 5C Hackathon (speaker, judge) -- April 2013 |
| 286 | + \end{itemize} |
| 287 | +\item |
| 288 | + Insight Data Science |
| 289 | + \begin{itemize} |
| 290 | + \item Data Science Fellows Presentations -- October 2014 |
| 291 | + \item Data Engineering Fellows Presentations -- October 2014 |
| 292 | + \item Data Engineering Fellows Pitch (speaker) -- September 2014 |
| 293 | + \item Data Engineering Fellows Presentations -- July 2014 |
| 294 | + \item Data Science Fellows Presentations -- July 2014 |
| 295 | + \item Data Engineering Fellows Pitch (speaker) -- July 2014 |
| 296 | + \item Data Science Fellows Presentations -- February 2014 |
| 297 | + \item Data Science Fellows Pitch (speaker) -- January 2014 |
| 298 | + \item Data Science Fellows Presentations -- October 2013 |
| 299 | + \item Data Science Fellows Presentations -- July 2013 |
| 300 | + \item Data Science Fellows Pitch (speaker) -- June 2013 |
| 301 | + \item Data Science Fellows Pitch (speaker) -- February 2013 |
| 302 | + \end{itemize} |
| 303 | +\item |
| 304 | + Stanford University |
| 305 | + \begin{itemize} |
| 306 | + \item Tech Talk (speaker) -- October 2014 |
| 307 | + \item Big Hack (speaker, judge) -- April 2014 |
| 308 | + \item Stanford AI Lab Masters Presentations (speaker) -- March 2014 |
| 309 | + \item Tech Talk (speaker) -- January 2014 |
| 310 | + \item Tech Talk (speaker) -- January 2013 |
| 311 | + \end{itemize} |
| 312 | +\item |
| 313 | + University of California, San Diego |
| 314 | + \begin{itemize} |
| 315 | + \item Career Fair -- October 2013 |
| 316 | + \item Tech Talk (speaker) -- October 2013 |
| 317 | + \item On Campus Interviews -- October 2013 |
| 318 | + \end{itemize} |
| 319 | +\item |
| 320 | + University of California, Davis |
| 321 | + \begin{itemize} |
| 322 | + \item Mathetmatics Department Seminar (speaker) -- May 2014 |
| 323 | + \item Mathetmatics Seminar Reception and Dinner -- May 2014 |
| 324 | + \end{itemize} |
| 325 | +\item |
| 326 | + University of California, Berkeley |
| 327 | + \begin{itemize} |
| 328 | + \item Tech Talk (speaker) -- September 2014 |
| 329 | + \item Information School Final Project Presentations (judge) -- May 2014 |
| 330 | + \end{itemize} |
| 331 | +\item |
| 332 | + Yelp Headquarters |
| 333 | + \begin{itemize} |
| 334 | + \item Dozens of closing calls and dinners -- 2012-2014 |
| 335 | + \item 200+ Software Engineering and Data Science interviews -- 2012-2014 |
| 336 | + \item San Francisco Data Science Meetup (introductory speaker) -- August 2014 |
| 337 | + \item Intern NITE (speaker) -- July 2014 |
| 338 | + \item Berkeley @ Yelp Tech Talk (speaker) -- April 2014 |
| 339 | + \item Yelp Open House Event (speaker) -- November 2013 |
| 340 | + \item Intern NITE (speaker) -- July 2013 |
| 341 | + \item Stanford LifeSwap (speaker) -- January 2013 |
| 342 | + \item Intern NITE (speaker) -- October 2012 |
| 343 | + \end{itemize} |
| 344 | +\end{itemize} |
199 | 345 |
|
200 | 346 | %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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201 | 347 | \resheading{Participation in Workshops and Conferences}
|
202 | 348 | %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
203 | 349 | \begin{itemize}
|
| 350 | +\item |
| 351 | + \ressubheading{KDD 2014}{New York, NY}{Association for Computing Machinery/SIGKDD}{August 24-27, 2014} |
| 352 | +\item |
| 353 | + \ressubheading{WWW 2013}{Rio de Janero, Brazil}{World Wide Web Conference}{May 13-17, 2013} |
204 | 354 | \item
|
205 | 355 | \ressubheading{Supercomuputing 2011}{Seattle, WA}{Association for Computing Machinery/IEEE}{November 12-18, 2011}
|
206 | 356 | \item
|
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243 | 393 |
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244 | 394 |
|
245 | 395 | %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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246 |
| -\resheading{Awards, Grants \& Honours} |
| 396 | +\resheading{Awards, Grants \& Honors} |
247 | 397 | %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
248 | 398 | \vspace{-2pt}
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249 | 399 | \begin{center}\begin{tabular*}{6.6in}{l@{\extracolsep{\fill}}r}
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|
274 | 424 | %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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275 | 425 |
|
276 | 426 | \begin{itemize}
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277 |
| -\item \ressubheading{ALE: Assembly Likelihood Estimator}{C, Python}{Probabalistic evaluation of genome assemblies}{2010 - Current} |
| 427 | +\item \ressubheading{MOE: Metric Optimization Engine}{Python, C++, CUDA}{Global, black box optimization of expensive functions}{2012 - Current} |
| 428 | +\item \ressubheading{ALE: Assembly Likelihood Estimator}{C, Python}{Probabalistic evaluation of genome assemblies}{2010 - 2012} |
278 | 429 | \item \ressubheading{Velvetrope}{Python, C, CUDA}{A parallel statistical algorithm for finding homologous regions within sequences}{2009 - 2010}
|
279 | 430 | \item \ressubheading{BetaHelix}{Java}{Computes various statistics about a left or right handed beta helix}{2006 - 2007}
|
280 | 431 | \end{itemize}
|
|
284 | 435 | %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
285 | 436 | \begin{itemize}
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286 | 437 |
|
287 |
| -\item {\bf Development:} C/C++, Python, CUDA, JavaScript, Ruby (Rails), Java, FORTRAN, MATLAB |
| 438 | +\item {\bf Development:} Python (preferred), C/C++, CUDA, JavaScript, \LaTeX |
288 | 439 |
|
289 |
| -\item {\bf Numerical Analysis:} Optimization, Linear Algebra, ODEs, PDEs, Monte Carlo, Computational Physics, Complex Systems, Iterative Methods, Tomology |
| 440 | +\item {\bf Numerical Analysis and Computer Science:} Machine Learning, Data Mining, Optimization, Computational Science, Artificial Intelligence, Linear Algebra, Monte Carlo Methods, ODEs, PDEs, Iterative Methods, Parallel Programming, Distributed Systems, Data Structures |
290 | 441 |
|
291 |
| -\item {\bf Computer Science:} Machine Learning, Data Mining, Parallel Programming, Data Structures, Artificial Intelligence, Operating Systems |
| 442 | +\item {\bf Technology:} MapReduce, numerical libraries, web frameworks, databases, linux, git, vim, tmux |
292 | 443 |
|
293 | 444 | \item Discovering and implementing new ideas. Give me an API and a problem and I will figure it out.
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294 | 445 |
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