Shubham Singh @regexmachina
(he/him) Ph.D. Candidate @UICCS, intern 2022 @mpi_sws_, wg head @MD4SG | #algorithmicfairness #sociotechnicalsystems #privacy shubhams.github.io Chicago, IL, USA Joined August 2015-
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🪃 I'm on the academic job market! I study digital applications for work, focusing on mental well-being + social dynamics. My work merges AI, sensing, informatics, and organizational science to help workers work differently. Pls bump and keep an eye out: vedantswain.com
We're nearly 2 weeks away from the deadline for Tiny Papers for our workshop on social impact evaluation of genAI. If you have thoughts, critiques, WIP, or resources on that topic, now's the time to make them a quick 2-pager! evaleval.github.io/call-for-paper…
This would not have been possible without my co-lead organizers @IreneSolaiman and @ZeerakTalat, and our amazing group of core organizers and contributors…
🚨Excited to share that the V2 of the social impact paper, led by the incredible @IreneSolaiman and @ZeerakTalat, is finally out! In this work, we present a guide for evaluating the social impact of Gen AI systems across categories & modalities. 🧵(1/7) arxiv.org/pdf/2306.05949
It was a joy working with such an amazing team. Got to learn a lot and made friends along the way!
It was a joy working with such an amazing team. Got to learn a lot and made friends along the way!
Lily has been a great mentor and an amazing friend. Her passion for research and care about the environment inspires me. 🙌 She’ll be a great addition to any team she joins. Go hire her!! 🚀
Lily has been a great mentor and an amazing friend. Her passion for research and care about the environment inspires me. 🙌 She’ll be a great addition to any team she joins. Go hire her!! 🚀
Thrilled to share that my paper: "Sprinter: Speeding Up High-Fidelity Crawling of the Modern Web" got accepted at NSDI'24. Sprinter improves crawling throughput of distributed web crawlers by 5x while ensuring near-perfect fidelity of resource fetches.
Check out @oshratayalon's informative blog post on what we learned from studying people who kept Belgium's Coronalert app installed long term. These results offer insights for other disaster & mHealth apps.
Check out @oshratayalon's informative blog post on what we learned from studying people who kept Belgium's Coronalert app installed long term. These results offer insights for other disaster & mHealth apps.
Tracking, but Make It Offline: The Privacy Implications of Scanning QR Codes Found in the World (@RayaanSiddiqi, @regexmachina, @lenorezuck, @kaytwo - @UICCS) #ConPro23 conpro23.ieee-security.org/papers/siddiqi…
Can we talk about how exorbitantly high the monetary and labor costs are for Global North visa application processes? I’m required to pay $100+, go through the stress and labor of booking visa appointments (in possibly a different city) which are scarce these days, put in…
I'm honored to call Vedant a lifelong friend, mentor, and prolific researcher. He'd be a great addition to any organization he becomes a part of!
I'm honored to call Vedant a lifelong friend, mentor, and prolific researcher. He'd be a great addition to any organization he becomes a part of!
I did my pre-doc with these people, which at the time I didn’t know would be a pre-doc. My time with them was instrumental in getting early research experience and shaping my mind to do a PhD later. Go apply!
I did my pre-doc with these people, which at the time I didn’t know would be a pre-doc. My time with them was instrumental in getting early research experience and shaping my mind to do a PhD later. Go apply!
Interested in a CS PhD in US? @UICCS is organizing a webinar to talk about the application process. The department is growing rapidly, offers a culturally diverse environment, and is located in the beautiful city of Chicago. Nov 2nd @7am CDT Webinar: tinyurl.com/uicwebinar2022
So glad my first in-person conference was #EAAMO22. The socials were great icebreakers. Getting to know the people who’d be the audience helped boost my confidence for my talk next day. Great experience!
So glad my first in-person conference was #EAAMO22. The socials were great icebreakers. Getting to know the people who’d be the audience helped boost my confidence for my talk next day. Great experience!
Explaining your PhD project to your family
Please RT - new study from my lab! We're looking for participants who have recently been diagnosed (or self-diagnosed) with a mental illness to learn more about how online platforms helped, or hindered, the process! More info/to sign up: umn.qualtrics.com/jfe/form/SV_bq…
The final talk of the Government, Regulation, and Audits Session is “Fair Decision-Making for Food Inspections” by Shubham Singh (@regexmachina), Bhuvni Shah, Chris Kanich (@kaytwo) and Ian A. Kash #EAAMO22 (1/2)
Are you an active #Indian #Spotify user? Investigating relationship between #music listening & #wellbeing. To participate: 1. Request your #Spotify listening history drive.google.com/file/d/1PtQs_d… 2. Fill the #survey forms.gle/JXWPgYnztzP6Fe… We pay INR 200. 🙏 for spreading.
It's frustrating that the only really viable long-term funding options for international CS PhD students in the U.S. seem to be the fellowships coming from tech companies. Makes things especially difficult for anyone trying to do meaningful tech accountability work.😕
I haven't watched the movie Dr. Strangelove but this is the second time in two weeks that I'm seeing lectures with its poster on the title slide. Why do academics love the movie so much?
Sachin Pendse @SachinPendse
2K Followers 5K Following I'm passionate about the things that make people unique and bring us joy. Assistant Professor @UCSF_DoCIT.
Vedant Das Swain @VedantNeedMoEdu
1K Followers 335 Following → Assistant Prof. @NYUTandon | Prev: @Northeastern @GeorgiaTech @MSFTResearch. AI x Mental Health x Future of Work 🦋 https://t.co/UJs9UCwpif
sara kingsley @sendgoodcheers
2K Followers 5K Following Noah & Evelyn’s Auntie. applied ML/HCI research @SCSatCMU, @md4sg ML Ops (@Meta) Alumni: @HCRCS @POTUS44 @USDOL @HELPcmteDems @BKCHarvard
Amod Agrawal @agrawalamod
489 Followers 557 Following Devices and Sensing @AmazonLab126, Grad @IllinoisCS, CS @IIITDelhi
Anshuman Suri @iamgroot42
617 Followers 824 Following Postdoc @KhouryCollege | Previously Ph.D. @UVA (@UdacityDave) | @IIITDelhi Alum | Interested in machine learning privacy & security.
Dra. Saiph Savage @saiphcita
12K Followers 9K Following 💼 Prof @Northeastern 🏛️ Director Civic AI Lab @NortheasternAI ⚖️AI Tech Policy: @GPAI_PMIA 🚀TR35: @MIT 🎓Alumni: @UNAM_MX 👷Former Tech Worker
oshrat ayalon @oshratayalon
465 Followers 861 Following Technology, privacy, humans, and what's in between. Assistant professor @UofHaifa. Learn a lot from my private 3 kids. She/Her.
Anmol Goel @anmgoel
606 Followers 1K Following NLP ∩ Privacy @ELLISForEurope PhD @UKPLab, @TUDarmstadt and @UCPH_Research | Prev @iiit_hyderabad |
AnnaLeigh @p06FAH09920JEF
6 Followers 1K Following
Rose @r_koontz82
230 Followers 3K Following
Bree @starlightBritt
61 Followers 948 Following 5 months free and feeling dangerous💫 18 years young and ready to live Blonde, extra small, and all yours if you can handle me, DM me💋
Nina Sokolov @Access_3i6u
0 Followers 274 Following
Apurv Verma @verma_apurv5
503 Followers 3K Following Building safer, more aligned models 🧭 📐 • PhD student @NJIT 🎓 • NLP @Bloomberg 🛠️ • Prev: AS @AmazonScience • Alma: @GTCSE, @iitrpr
Ylepoul @Ylepoul5139
41 Followers 2K Following
Magnus Feil @MFeil4260
117 Followers 5K Following
Tawghi @TawghiLisknT
41 Followers 5K Following
Carbon Direct @Carbon_Direct
7K Followers 7K Following We are a science-first carbon management firm helping organizations address climate change by reducing their carbon footprint with our end-to-end platform.
Nola @arinobeshi77485
117 Followers 7K Following
Skilled Technocrat @EssayCab
68 Followers 1K Following Associate prof | chemical and civil engineering | Mathematics &statistics | Finance & accounting | Thesis Writer | volunteer | Email: [email protected]
Abhilash Nandy @abhilash_nandy
279 Followers 2K Following PhD in NLP and Multimodal Applications at @cnerg Lab @IITKgp | @MSFTResearch India PhD Awardee | PM Research Fellow | Prev. Intern @l3s_luh @AdobeResearch
Gavin @amatanishi77100
91 Followers 7K Following
Aras Selvi @ArasSelvi1
312 Followers 617 Following Analytics | phd @imperialcollege, postdoc @princeton, soon prof @ucl
MabelNorton @2j6Q8T4jQ51Pk
76 Followers 7K Following
lgnacio Florencia @LgnacioF31782
7 Followers 242 Following 💻 Learn and earn through crypto trading/forex/Bitcoin mining ⛏️ 🌏 100% Guaranteed & profitable 🧑💻 24/7 Live Payroll 💵 cash app available. 📞 Dm now
Miran @mbbbrrrrrb
13 Followers 137 Following
JuneLindsay @G5389Tv2VA309
38 Followers 4K Following
Whisper @Whisper83079972
48 Followers 4K Following
Shoja @Shoja151045
27 Followers 707 Following
Thousser @ThousseraQmQY
7 Followers 290 Following
Zhiyong Wang @Zhiyong16403503
784 Followers 4K Following Postdoc at Edinburgh, Ph.D. at CUHK. Former Visiting Scholar at Cornell. Working on reinforcement learning and multi-armed bandits.
Shubhams @shubhamsunited
11 Followers 354 Following A community for all the Shubhams in the world, If you are one, give it a follow (💌[email protected])
dylan @dylnbkr
2K Followers 572 Following Lead Research Engineer at @DAIRinstitute. on masto at [email protected] and bsky at @dylnbkr. they/he 😷 not on social media terribly often
LeonaKatte @3ZLc4A5zfDN3C6
65 Followers 7K Following
Jaan Altosaar Li, PhD @thejaan
3K Followers 809 Following Data science & AI/machine learning 🎓 @Princeton, @McGill ex-@DeepMind & @GoogleAI "Alien Worker, Extraordinary Ability" - @USAGov Email: [email protected]
Toonawt @Toonawt96Q74
27 Followers 4K Following
Tom Hartvigsen @tom_hartvigsen
2K Followers 747 Following Assistant Professor of Data Science @UVA developing responsible machine learning and NLP methods for ever-changing environments. Recruiting PhD students!
Zeerak (زیرک ظل... @ZeerakTalat
3K Followers 3K Following Researching hate online & AI ethics. Very easy going. @CentreTMFutures @EdinburghNLP. Past: @mbzuai @SFU_DDI @SheffieldNLP @CoastalCPH. Organising @woahworkshop
Jess Sorrell @JessSorrell
830 Followers 766 Following Assistant Prof @ Johns Hopkins CS. Interested in theory of ML, responsible computing. All cat pictures are my own and do not represent the cats of my employer.
Renwen (Alice) Zhang @renwenzhang
1K Followers 1K Following Assistant Professor @NTUsg @wkwschool | Director of SWEET Lab | PhD @NorthwesternU | technology & wellbeing; HCI; health & interpersonal communication
Irene Solaiman @IreneSolaiman
4K Followers 571 Following ai stuff @huggingface 🤗 co-leading @evaluatingevals views=mine former: @OpenAI @Harvard aspiring ukulele-singer
SophiaLeopold @l8wMRqjqCpItT6J
16 Followers 409 Following I swear in the name of God, don't miss an opportunity to earn 500-5000usdc every day. https://t.co/cPaI2llaIi
CoralCharm_ @CoralC19855
33 Followers 1K Following
Nuredin Ali @NuredinAli18
154 Followers 135 Following CS PhD student @UMNComputerSci, @grouplens. Interested in AI and HCI. Intern @DAIRInstitute
Poudy @Poudy47331
12 Followers 922 Following
Ramneet Singh @Ramneet_Singhh
858 Followers 5K Following Research Fellow @MSFTResearch India | Ex RA @gatech_scs, (B. + M.) Tech. CSE IITD | PL, Verification and Theorem Proving | Sports + Music + Food (in that order)
Collins Munyendo @collinsmunyendo
661 Followers 935 Following cs phd student @gwusec usable security & privacy
Daniel W. Linna Jr. @DanLinna
10K Followers 8K Following prof & Dir Law & Technology, @NorthwesternLaw & @NorthwesternEng; @CodeXStanford Affiliated Faculty; frmr #BigLaw partner; AI4Law; Law4AI; ppl+process+data+tech
Zhize Li @ZhizeLi
169 Followers 222 Following Assistant Professor @sgSMU; previously @CarnegieMellon @KAUST_News @Tsinghua_Uni; optimization, federated learning, ai privacy, machine learning
Abhishek Sharma @sharma_abhishek
426 Followers 1K Following PhD Candidate @ Harvard SEAS. Research in Reinforcement Learning and Probabilistic ML
Smoasi @Smoasi135306
36 Followers 1K Following I live alone now and enjoy business, traveling, shopping, food and music. I have a calm personality and I hope we can be friends.
Arvind Narayanan @random_walker
124K Followers 497 Following Princeton CS prof. Director @PrincetonCITP. I use X to share my research and commentary on the societal impact of AI. BOOK: AI Snake Oil. Views mine.
Gautam Kamath @thegautamkamath
57K Followers 568 Following Assistant Prof of CS @UWaterloo, Faculty @VectorInst, Canada @CIFAR_News AI Chair. Joining @NYU_Courant September 2026. Co-EiC @TmlrOrg. I lead @TheSalonML.
Kristian Lum @KLdivergence
24K Followers 1K Following Research Scientist at Google DeepMind | @FAccTConference OG | Past Twitter META, @hrdag & UPenn, UChicago faculty |
@timnitGebru (@dair-c... @timnitGebru
162K Followers 3K Following Personal Account Author: The View from Somewhere Mastodon @[email protected] BlueSky https://t.co/XAYRV7YPvQ Also on LinkedIn. Less here
Sachin Pendse @SachinPendse
2K Followers 5K Following I'm passionate about the things that make people unique and bring us joy. Assistant Professor @UCSF_DoCIT.
Clément Canonne (on ... @ccanonne_
37K Followers 65 Following Senior Lecturer @Sydney_Uni. Formerly Postdocs @IBMResearch, @Stanford; PhD @Columbia. Converts ☕ into puns: sometimes theorems. He/him. @ccanonne.bsky.social
Dr. Casey Fiesler is ... @cfiesler
24K Followers 1K Following See pinned post for where to find me. information science professor @cuboulder. PhD/JD.
Vedant Das Swain @VedantNeedMoEdu
1K Followers 335 Following → Assistant Prof. @NYUTandon | Prev: @Northeastern @GeorgiaTech @MSFTResearch. AI x Mental Health x Future of Work 🦋 https://t.co/UJs9UCwpif
Talia Ringer 💚 @TaliaRinger
29K Followers 7K Following Professor, @plfmse, @IllinoisCS! Proof Automation. @SigplanM & CCF Founder. Israeli-American for peace, equality, justice. Mom. They/היא, ND, bi
Ponnurangam Kumaragur... @ponguru
8K Followers 540 Following Professor of CS @iiit_hyderabad @precogatiiith 🔍🔬 Adjunct @iitmadras #ResponsibleAI #AppliedML #NLP VP @Indiaacm TEDx Speaker @CarnegieMellon @bitspilaniindia
Aaron Roth @Aaroth
11K Followers 639 Following CS prof at Penn. Amazon Scholar at AWS. Author of The Ethical Algorithm (w/ Michael Kearns). I study machine learning, privacy, game theory, and uncertainty.
Avijit Ghosh @evijitghosh
3K Followers 1K Following Applied Policy Researcher @huggingface 🤗 . Responsible AI Champion. Leading better AI evals with @evaluatingevals!
@emilymbender.bsky.so... @emilymbender
57K Followers 2K Following Prof, Linguistics, UW // Faculty Director, CLMS // she/her // @[email protected] & bsky // rep by @ianbonaparte
MMitchell @mmitchell_ai
80K Followers 1K Following Interdisciplinary researcher focused on shaping AI towards long-term positive goals. ML & Ethics. Similar content in the Skies (this bird has flown).
Lucy Li @lucy3_li
5K Followers 2K Following Postdoc @uwnlp. Incoming assistant prof @WisconsinCS. Prev @UCBerkeley, @allen_ai, @MSFTResearch, @stanfordnlp. More silly at https://t.co/rtSSUhWQnL.
sara kingsley @sendgoodcheers
2K Followers 5K Following Noah & Evelyn’s Auntie. applied ML/HCI research @SCSatCMU, @md4sg ML Ops (@Meta) Alumni: @HCRCS @POTUS44 @USDOL @HELPcmteDems @BKCHarvard
Ben Golub @ben_golub
61K Followers 3K Following econ prof @NorthwesternU studying networks try my AI scientific referee to improve your research -- https://t.co/RSvoCbDuGc past: @Harvard | @Stanford'12 | @Caltech '07
Chan Zuckerberg Initi... @ChanZuckerberg
27K Followers 451 Following We are working at the intersection of AI and biology to advance science, build powerful technologies and transform health.
Mike Pound @_mikepound
16K Followers 118 Following Lecturer and researcher in Computer Science at Nottingham University. Also appear on Computerphile from time to time. https://t.co/GoIK02IF3b
Tulsee Doshi @tulseedoshi
10K Followers 488 Following Sr. Director & Product Lead, Gemini Models @GoogleDeepmind. @Stanford CS. Opinions my own.
Rebecca Hubbard @RhubbBstat
2K Followers 228 Following professor of biostatistics at brown university, professional skeptic, lover of cats and Star Trek
Alex Tamkin @AlexTamkin
6K Followers 2K Following machine learning, science & society @AnthropicAI | recently: Clio, Anthropic Economic Index, Claude Artifacts | prev: phd @StanfordAILab, @stanfordnlp
Samuel Marks @saprmarks
4K Followers 132 Following AI safety research @AnthropicAI. Prev postdoc in LLM interpretability with @davidbau, math PhD at @Harvard, director of technical programs at https://t.co/FxRv4QgERO
Jan Leike @janleike
115K Followers 332 Following ML Researcher @AnthropicAI. Previously OpenAI & DeepMind. Optimizing for a post-AGI future where humanity flourishes. Opinions aren't my employer's.
mrinank ⛰️ @MrinankSharma
2K Followers 553 Following researcher // poet // mystic everything has to do with loving and not loving -rumi
Nina @NinaPanickssery
2K Followers 476 Following Currently full-time mothering. Interested in AI safety & interpretability.
Tivadar Danka @TivadarDanka
84K Followers 513 Following I make math and machine learning accessible to everyone. Mathematician with an INTJ personality. Chaotic good.
Matthew Klein @MattKleinOnline
6K Followers 234 Following Analyzing U.S. House and gubernatorial elections for @CookPolitical. Map enthusiast. Lover of soups, bisques, and stews.
Jonathan Gagné @jgagneastro
419 Followers 139 Following
Kyla Scanlon @kylascan
194K Followers 972 Following All decisions made on the basis of incoming data and the balance of risks | Author of "In This Economy?” | [email protected]
Owain Evans @OwainEvans_UK
16K Followers 364 Following Runs an AI Safety research group in Berkeley (Truthful AI) + Affiliate at UC Berkeley. Past: Oxford Uni, TruthfulQA, Reversal Curse. Prefer email to DM.
EleutherAI @AiEleuther
25K Followers 89 Following A non-profit research lab focused on interpretability, alignment, and ethics of artificial intelligence. Creators of GPT-J, GPT-NeoX, Pythia, and VQGAN-CLIP
Sasha Luccioni, PhD �... @SashaMTL
22K Followers 4K Following Climate & AI Lead of @HuggingFace | Member of ClimateChangeAI | @TEDTalks speaker . (She/her/Dr/🦋)
Rumi Chunara @rumichunara
2K Followers 258 Following Multilingual researcher (Assoc Prof of CS & Biostatistics at NYU) I develop methods to use data for improving public health @nyutandon @nyupublichealth @NYUCHDS
Vishwali Mhasawade @mvishwali28
279 Followers 1K Following Postdoc @nyulangone working on health policy and disparities. Google PhD fellowship recipient, 2021.
Kiana Ehsani @ehsanik
4K Followers 596 Following Co-Founder @ Vercept, Ph.D. @uwcse, Interested in computer vision, Agents and AI, Climber on the weekends.
Adina Williams @adinamwilliams
4K Followers 892 Following Computational linguistics, cognitive science, NLP; semantics + syntax AI research scientist (NYC); formerly @nyuling Also @adinawilliams.bsky.social
Mark Ibrahim @marksibrahim
418 Followers 1K Following Researching the dark arts of deep learning at Meta's FAIR (Fundamental AI Research) Lab
Polina Kirichenko @polkirichenko
4K Followers 1K Following Research Scientist at FAIR @AIatMeta & visiting researcher at Princeton @VisualAILab prev. PhD at New York University 🇺🇦
Mushtaq Bilal, PhD @MushtaqBilalPhD
240K Followers 44 Following I simplify the process of academic writing | Helped 6,000+ supercharge their academic writing with AI | Growing https://t.co/Jf1ImqzJRW | Building https://t.co/esrCgNNljM
Kamil Mroczek @keyboardpoet
139 Followers 137 Following Cofounder/CTO @ https://t.co/1xb8HIotTW. @UWaterloo alum. Proud dad of 2 and proud husband of 1. US x Canada x Poland.
Kamalika Chaudhuri @kamalikac
5K Followers 2K Following Director and Research Scientist, FAIR @ Meta. Former Professor at UCSD. Researcher in AI privacy, security, and generalization.
Baharan Mirzasoleiman @baharanm
2K Followers 297 Following Assistant professor @UCLAComSci. Better ML via better data, Machine learning, Optimization
Mudit Verma @v_mudit
549 Followers 605 Following Research Scientist @GoogleDeepMind. RLHF, Agentic LLMs with humans. @dtu_delhi @ASU
Aadirupa Saha @AadirupaSaha
720 Followers 93 Following Asst. Prof @ UIC Prev: ML Researcher, Apple Interests: ML, OL, Bandits, RLHF, AI Alignment, Optimization, FL, Privacy Connect @ https://t.co/UabE7AA7r4
Fernanda Viégas @viegasf
17K Followers 58 Following Human/AI Interaction and data visualization. Professor at Harvard. Co-founder of Google's People+AI Research initiative (PAIR)
Martin Weidner @WeidnerEcon
1K Followers 227 Following Economics Professor @OxfordEconDept, working on Econometrics. Views are my own.
Kristina Gligorić @krisgligoric
4K Followers 1K Following Incoming Assistant Professor of Computer Science @JohnsHopkins / Postdoc @StanfordNLP / Computer Science PhD @EPFL_en . Computational Social Science, NLP, AI
Professor Toby Walsh ... @TobyWalsh
9K Followers 591 Following Out now: "Faking It! Artificial intelligence in a human world" Chief Scientist, AI Institute @ UNSW Sydney
cdr.fyi @cdr_fyi
2K Followers 1K Following livestreaming the growth of the carbon dioxide removal market powered by https://t.co/VAQ0BzkZs2
Ezinne Nwankwo @ezinne_nwa
551 Followers 508 Following
Sahra Ghalebikesabi @SGhalebikesabi
4K Followers 637 Following RS @GoogleDeepMind working on LLM agents; previously MSR PhD Fellow @UniofOxford @oxcsml PhD on generative modelling and privacy; intern @DeepMind @MSFTResearch
Alex Dimakis @AlexGDimakis
21K Followers 2K Following Professor, UC berkeley | Founder @bespokelabsai |
dr. rosie 🌼 bellin... @Rosie_Bellini
801 Followers 844 Following assistant prof @nyutandon (hiring phd students + postdocs); research on tech, intimate partner violence, digital safety, financial abuse, + violence prevention;
Sarah Cen @cen_sarah
2K Followers 234 Following Asst Prof @CarnegieMellon. Passionate about AI accountability, safety, and security. Previously @Stanford @MIT @oxfordrobots @Princeton
Stanford HAI @StanfordHAI
100K Followers 605 Following The official account of the @Stanford Institute for Human-Centered AI, advancing AI research, education, policy, and practice to improve the human condition.
Percy Liang @percyliang
85K Followers 420 Following Associate Professor in computer science @Stanford @StanfordHAI @StanfordCRFM @StanfordAILab @stanfordnlp | cofounder @togethercompute | Pianist
Dr. Peter Q. Blair @pqblair
11K Followers 1K Following Economist studying: Education, Labor Markets, Occupational Licensing, Future of Work & STARs // Associate Prof @Harvard and NBER Research Associate
TechTonic Justice @TechTonicJ
47 Followers 20 Following No longer posting here | Founder: @kevindeliban | Active on Bsky
Esther Rolf @rolf_comma_e
1K Followers 115 Following Assistant Professor of CS at @CUEngineering. I research statistical & geospatial machine learning.Trends for United States
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