Matthias Bethge @MatthiasBethge
Computational Neuroscience, Machine Learning, Deep Neural Networks bethgelab.org Tuebingen Joined March 2012-
Tweets67
-
Followers5K
-
Following113
-
Likes62
Deeply concerned about the future of IDEAS NCBR, a pioneering AI research institute & newly approved ELLIS unit. International advisory board members, incl. Aleksander Mądry, have resigned after the sudden and unjustified replacement of its founding director. @donaldtuskEPP
Deeply concerned about the future of IDEAS NCBR, a pioneering AI research institute & newly approved ELLIS unit. International advisory board members, incl. Aleksander Mądry, have resigned after the sudden and unjustified replacement of its founding director. @donaldtuskEPP
Impressive results, check it out!
Impressive results, check it out!
🚨Exciting new findings from our lab! This work challenges the concept of "Zero-Shot Generalization" in multimodal models. Contrary to being "zero-shot", these models actually require exponentially more data to achieve only linear improvements in perf.🔍🤔! Detailed 🧵👇
🚨Exciting new findings from our lab! This work challenges the concept of "Zero-Shot Generalization" in multimodal models. Contrary to being "zero-shot", these models actually require exponentially more data to achieve only linear improvements in perf.🔍🤔! Detailed 🧵👇
🚀New Paper Alert! Ever faced the challenge of ML models overfitting to benchmarks? Have computational difficulties evaluating models on large benchmarks? We introduce Lifelong Benchmarks, a dynamic approach for model evaluation with 1000x efficiency! arxiv.org/abs/2402.19472
Way too late on the #NeurIPS tweet train, but here goes... @MatthiasBethge and I will give a talk at the Scaling, Alignment and Open-Source workshop tomorrow! Drop by if you are into continual learning, scaling and foundation models. More details here: sites.google.com/mila.quebec/6t…
Apply by January 15 to join the Tübingen AI faculty as a tenure-track or full professor! Want to learn more? Check out tuebingen.ai/careers or connect with me at #NeurIPS2023 ☕
Apply by January 15 to join the Tübingen AI Center as a Full Professor or Tenure-Track Professor in the field of #ML & Intelligent Systems! tuebingen.ai/careers #jobs #professorship #ai #machinelearning @uni_tue @MPI_IS @Cyber_Valley @ELLISforEurope
📢Our work on compositional generalization has been accepted to NeurIPS 2023! Compositional generalization is still very hard for machines and doesn't emerge in even simple regression settings. We analyze this theoretically and show when it can occur. 1/7 arxiv.org/abs/2307.05596
Delighted to announce that we are hiring three full professors (#MachineLearning & Intelligent Systems; #ML Engineering & Tech Transfer) at the Tübingen AI Center! Apply by June 14: tuebingen.ai/careers @uni_tue @MPI-is @Cyber_Valley @ELLISforEurope #jobs
Exciting topic, very timely! Let's work out how brains build world models. Josh is a fantastic pioneer. Deepmind @demishassabis & our ELLIS program ellis.eu/programs/natur… are pushing for this too. It will be a game changer when we achieve brain-like generalization in machines.
Exciting topic, very timely! Let's work out how brains build world models. Josh is a fantastic pioneer. Deepmind @demishassabis & our ELLIS program ellis.eu/programs/natur… are pushing for this too. It will be a game changer when we achieve brain-like generalization in machines.
highly delighted to share this...
highly delighted to share this...
Fantastic work! Congratulations @demishassabis Looking forward to more great applications of AI to science :)
Fantastic work! Congratulations @demishassabis Looking forward to more great applications of AI to science :)
G'day Mate! Learnt a lot from you and very happy we managed to get you to Tuebingen.
This is exciting :)
This program makes it easy to apply to Europe's leading machine learning labs in one go... ellis.eu/de/news/ellis-…
Upload AI is looking for ML engineers in NLP and speech processing
Upload AI is looking for ML engineers in NLP and speech processing
Unsupervised learning of disentangled representations is possible! Our approach relies on videos (e.g. below) and assumes that the factors of variation change sparsely across time. Paper: arxiv.org/abs/2007.10930 Code: github.com/bethgelab/slow… [1/6]
Peter Dayan, former head of Gatsby Unit at UCL, now director of MPI for Biological Cybernetics in Tübingen, selected as first Alexander von Humboldt AI professor. Very honored to work with Peter @ELLISforEurope on Natural Intelligence: ellis.eu/programs/natur…
Peter Dayan, former head of Gatsby Unit at UCL, now director of MPI for Biological Cybernetics in Tübingen, selected as first Alexander von Humboldt AI professor. Very honored to work with Peter @ELLISforEurope on Natural Intelligence: ellis.eu/programs/natur…
Nur noch 2 Wochen bis zur Anmeldefrist! Wir warten auf deine Projektidee.🤓 Gestalte mit Künstlicher Intelligenz die Welt von morgen. #bwki #ki #künstlicheintelligenz #wettbewerb #mint #maschinellesLernen #ai #artificialintelligence #gewinnen
Want to upload the brain into AI and make a positive impact in the world? Here is a cool new startup. The ninai.org spin-off "Upload AI" is now hiring machine learning scientists (send inquiries to [email protected]). Work location is flexible.
Michael Black @Michael_J_Black
84K Followers 702 Following Director, Max Planck Institute for Intelligent Systems (@MPI_IS). Chief Scientist @meshcapade. Building 3D digital humans using vision, graphics, and learning.
Kording Lab 🦖 @KordingLab
45K Followers 3K Following Konrad kording, @Penn Prof, deep learning, brains, #causality, rigor, https://t.co/tTJW05RRfa, https://t.co/qf7ZHxjaK1, Transdisciplinary optimist, Dad, Loves outdoors, 🦖
Patrick Mineault @patrickmineault
22K Followers 3K Following NeuroAI researcher @ Amaranth Foundation, safety, open science. Previously engineer @ Google, Meta, Mila. https://t.co/OndBNKVudN
Kanaka Rajan @KanakaRajanPhD
12K Followers 2K Following Associate Professor at Harvard & Kempner Institute. Applying computational frameworks & ML to decode multi-scale neural processes. Marathoner. Rescue dog mom.
Tony Zador @TonyZador
12K Followers 2K Following Neuroscientist at CSHL. Interests: neuroAI, molecular connectomics, & cortical circuits underlying decisions. Co-founder of Cosyne and NAISys meetings.
Tim Kietzmann @TimKietzmann
11K Followers 2K Following ML meets Neuroscience #NeuroAI, Full Professor at the Institute of Cognitive Science (@UniOsnabrueck), prev. @DondersInst, @Cambridge_Uni #neuroconnectionism
Ferenc Huszár @fhuszar
42K Followers 1K Following Secular Bayesian. Professor of Machine Learning @Cambridge_CL. Talent aficionado at https://t.co/RbJkoLguey Alum of @Twitter, Magic Pony and @Balderton
Mackenzie Weygandt Ma... @TrackingActions
22K Followers 49 Following merging adaptive motor control & machine learning | Prof @EPFL | 🐭@deeplabcut 🦓@cebraAI | @ELLISforEurope Scholar | @Harvard Alum | https://t.co/FakcYoDAC3
Shahab Bakhtiari @ShahabBakht
4K Followers 1K Following || assistant prof @UMontreal || leading the systems neuroscience and AI lab (SNAIL) || @Mila_Quebec || #NeuroAI || vision and learning in brains and machines
Kyunghyun Cho @kchonyc
77K Followers 2K Following a combination of a mediocre scientist, a mediocre manager, a mediocre advisor & a mediocre physicist at @nyuniversity (@CILVRatNYU) & @PrescientDesign
Dan Goodman @neuralreckoning
12K Followers 570 Following Computational neuroscientist @imperialcollege. I like to make stuff: @briansimulator @neuromatch. Mostly posting on 🐘/🦋 now. Check pinned post for links.
Nicole C Rust, PhD @NicoleCRust
9K Followers 817 Following Professor @Penn. Mood and memory scientist. Book: Elusive Cures (Spring 2025). https://t.co/Luxotpp5wJ
Blake Richards @tyrell_turing
15K Followers 2K Following Researcher at @mcgillu combining AI and neuroscience. Also on Bluesky (@tyrellturing.bsky.social) and Mastodon: @[email protected].
Dmitry Kobak @hippopedoid
8K Followers 234 Following Researcher at @uni_tue. Manifold learning, contrastive learning, scRNAseq data. Excess mortality. Born but to die and reas'ning but to err.
Michael Bronstein @mmbronstein
53K Followers 6K Following #DeepMind Professor of #AI @UniofOxford / Director #AITHYRA / Chief Scientist @vant_ai / https://t.co/kZpGpDzYeV (opinions are mine) 🤖🧪🧬🎶🐎
antonio vergari ⚔�... @tetraduzione
5K Followers 1K Following human being | assoc prof in #ML #AI @ancAtEd | PI of #APRIL | #reliable #probabilistic #models #tractable #generative #neuro #symbolic | heretical empiricist
David Sussillo @SussilloDavid
13K Followers 838 Following Neural reverse engineer. Research scientist at Meta Reality Labs. Adjunct prof at Stanford. Prev: Google Brain, Stanford postdoc. Milton Hershey Alum.
Chethan Pandarinath @chethan
5K Followers 2K Following 🧠-sci / 🧠-eng. Assoc. Professor @EmoryUniversity & @GeorgiaTech @CoulterBME. Research Scientist @Meta Reality Labs. Husband & father x3. He/him.
Srujana Janga @srujana_janga
11 Followers 402 Following Pursuing Master’s in Cognitive Science | Computer Science Graduate | Brains, Minds & a Bit of Code
punto de agregación @PuntoDeAg
3 Followers 30 Following
Rowan Dunne @DunneRowan
300 Followers 6K Following Journalist: mining, AI, sleep tech & other topics of interest ✍️
EGF- Graphene and 2D ... @EGF2025
809 Followers 4K Following This 10th edition covers the latest technology developments, applications, commercialization, end user requirements and challenges for Graphene and 2D Materials
Stephan Roche @StephanSroche
10K Followers 5K Following Physicist - ICREA Research Prof. @icreacommunity @icn2nano @_BIST @ls_quant #quantumtechnologies #quantumcomputing #TopologicalMatter #spintronics #graphene
Kuaternion @Kuaternion
248 Followers 6K Following
Mario Krenn @MarioKrenn6240
4K Followers 932 Following Full Professor of "Machine Learning in Science" @uni_tue | prev: @MPI_Light | @UofT | @univienna Artificial Intelligence as a Source of Inspiration in Physics.
Leo Kraft @LeoKraft_
10 Followers 418 Following Robotics, Cognition, Intelligence student @TU_Muenchen | Prev CS & EE @ KIT Karlsruhe
Ankhbayar Delgerchulu... @AnkhbayarD4
2K Followers 3K Following Development economist | Experienced data anaylist | Geospatial analysis
Maryam Meghdadi @maryam_meghdadi
100 Followers 440 Following Research Assistant in Computational Linguistics @LstSaar @SIC_saar
NabillaUsman @NabillaUsm89606
2K Followers 6K Following Hi my good people thanks you all for your prayers in my health God bless you all, i really appreciate your all prayers in my life
Aliya Ablitip @aliya_ablitip
11 Followers 70 Following Masters Student @ TU Munich in Neuroengineering and Robotics, Cognition, Intelligence. Focusing on ML based Neural Decoding.
Akshit @akshitwt
3K Followers 664 Following assessing ai capabilities. soon: ml grad @cambridge_uni. previously @precogatiiith, @iiit_hyderabad. futurebound.
01’ Laker @consilience24
0 Followers 376 Following
Oliver @OliverDotDev
145 Followers 333 Following ece @princeton | https://t.co/8Ovscos01p | filmmaker & dj
Samed R. Vossberg @SVossberg
3 Followers 38 Following
Sophia Sirko-Galouche... @sophia_sirko
60 Followers 138 Following PhD student in visual representation learning at https://t.co/WkgoTYyOly and Sorbonne Université (MLIA)
Haritz Puerto @HaritzPuerto
483 Followers 957 Following Machine Learning & #NLProc Ph.D. Candidate at @UKPLab 🇩🇪🇪🇺 Previously at @kaistpr 🇰🇷 Teaching LLaMAs 🦙 how to think
Colter Clickload @c1ickload
18 Followers 194 Following AI & Dynamic Ad Targeting | Smart Marketing | My chatbot knows you better than your best friend
Head of AI @HeadofAi101
74 Followers 751 Following Unlock AI’s Full Potential With an On-Demand Head of AI.
Benjamin Gögge-Feier... @bnggge
559 Followers 2K Following games + data + humanities - m.a. game dev + research, b.a. cultural sciences | DE: @bggg
Josianne Robel-Price @PriceRobel25263
78 Followers 4K Following
David Ellis @Deep_Dav1
17 Followers 207 Following Builder of #IntelligentSystems | Innovating #DeepLearning | Focused on tech that transforms lives 🫀 Engineer with heart
Miles CloudSale @c1oudsale
6 Followers 178 Following AI & Smart Commerce | Digital Economy Specialist | AI optimizes logistics, I optimize my travel rewards
Alessio Pittiglio @alessiopitti_
9 Followers 188 Following MSc Artificial Intelligence @unibo. Former R&D intern in the research lab of @DatalogicGroup (Eugene, OR).
Damon Enigma @DamStocks
24 Followers 200 Following I don't trade stocks - I train AI that trades for me 💵 My bots close deals faster than you can draft an email 💷 #AICommerce
Sergio Hernández Gut... @h_g_sergio
3 Followers 77 Following I do research on machine learning. Currently at Bethge Lab.
ghazalshi @GhazalShi
1K Followers 800 Following Reading "The phenomenology of the Spirit" #Hegel if you have any tips to make it easier, Please Help.
‘Neo’ @NeoRepublicanes
1 Followers 2K Following
Sad Hacker @Sadhac151
6 Followers 388 Following
Julian Coda-Forno @juliancodaforno
227 Followers 357 Following PhD Student @cpilab @ELLISforEurope, exploring LLMs' decision-making and cognitive abilities, supervised by Eric Schulz & @janexwang. Currently interning @Meta.
Kanithi Sowmya @kanithisowmyaa
28 Followers 360 Following
Anurag Das @_anurag_das
288 Followers 1K Following PhD student @Max Plank Institute for Informatik working on computer vision
Junjie Li @JunjieLi743281
15 Followers 360 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!
Jalal Naghiyev @jalalnaghiyev06
12 Followers 800 Following
Lénárd Döme @lenarddome
133 Followers 174 Following ♥❌🤖 computational cognitive scientist (views are my own)
LN Lanayru @LanayruLn
0 Followers 72 Following
Jerome Patel @jeromepatel_
167 Followers 2K Following ms cs student and researcher, working on Kool text-to-image AI stuff, I wire neurons to harness magic
Siying Xie @seeingxie
238 Followers 315 Following Seeing is believing ~ PhD student at Radek Cichy’s lab ~ Interested in visual recurrent processing, mental imagery, and cognitive development
Center for the Future... @CenFutureAIMS
409 Followers 1K Following The Center aims to foster a deeper scientific and philosophical understanding of emerging technologies and the future of intelligence.
Kiran @kiran4864
3 Followers 366 Following
bob @lilbopeep1156
0 Followers 21 Following
Michael Black @Michael_J_Black
84K Followers 702 Following Director, Max Planck Institute for Intelligent Systems (@MPI_IS). Chief Scientist @meshcapade. Building 3D digital humans using vision, graphics, and learning.
Kording Lab 🦖 @KordingLab
45K Followers 3K Following Konrad kording, @Penn Prof, deep learning, brains, #causality, rigor, https://t.co/tTJW05RRfa, https://t.co/qf7ZHxjaK1, Transdisciplinary optimist, Dad, Loves outdoors, 🦖
Mackenzie Weygandt Ma... @TrackingActions
22K Followers 49 Following merging adaptive motor control & machine learning | Prof @EPFL | 🐭@deeplabcut 🦓@cebraAI | @ELLISforEurope Scholar | @Harvard Alum | https://t.co/FakcYoDAC3
NeurIPS Conference @NeurIPSConf
139K Followers 36 Following Vancouver, Dec 10-15, 24. https://t.co/ga8aOw6yUO Tweets to this account are not monitored. Please send feedback to [email protected].
Nicole C Rust, PhD @NicoleCRust
9K Followers 817 Following Professor @Penn. Mood and memory scientist. Book: Elusive Cures (Spring 2025). https://t.co/Luxotpp5wJ
Blake Richards @tyrell_turing
15K Followers 2K Following Researcher at @mcgillu combining AI and neuroscience. Also on Bluesky (@tyrellturing.bsky.social) and Mastodon: @[email protected].
Bernhard Schölkopf @bschoelkopf
15K Followers 60 Following
ELLIS @ELLISforEurope
14K Followers 104 Following Strengthening Europe's Leadership in AI through Research Excellence | https://t.co/n6nVmEFJUM
Jascha Sohl-Dickstein @jaschasd
24K Followers 706 Following Member of the technical staff @ Anthropic. Most (in)famous for inventing diffusion models. AI + physics + neuroscience + dynamics.
Jakob Macke @jakhmack
4K Followers 358 Following #ML & #AI for scientific discovery · Prof @uni_tue @ml4science @mackelab @BernsteinNeuro · Adjunct @mpi_is · Fellow @EllisForEurope · Now: @jakhmack.bsky.social
Sentient @SentientAGI
626K Followers 36 Following To ensure that Artificial General Intelligence is open-source and not controlled by any single entity. @SentientEco @OpenAGISummit
Chenlin Meng @chenlin_meng
9K Followers 978 Following Co-founder & CTO @pika_labs | ex @StanfordAILab @Stanford
clem 🤗 @ClementDelangue
155K Followers 5K Following Co-founder & CEO @HuggingFace 🤗, the open and collaborative platform for AI builders
Patrick Esser @pess_r
5K Followers 318 Following Walking on the generative side of computer vision @bfl_ml . he/him
elvis @omarsar0
263K Followers 670 Following Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ↓
International Society... @bpeconomics
136 Followers 141 Following An association of researchers/people interested in reinforcing economic science and public policy by integrating knowledge from natural and social sciences.
Vishaal Udandarao @vishaal_urao
1K Followers 1K Following @ELLISforEurope PhD Student @bethgelab; Currently @Apple; Previously @GoogleAI @GoogleDeepMind @Cambridge_Uni @RutgersU @iiitdelhi
ContinualAI @ContinualAI
3K Followers 327 Following A non-profit research organization and the largest open community on Continual Learning for AI. Join now! 👇
Bundeswettbewerb Kün... @BWKI10
737 Followers 270 Following Hast du Lust, selbst ein intelligentes KI-System zu bauen?🤖 Anfang April geht der Bundeswettbewerb Künstliche Intelligenz in die nächste Runde. Bist du dabei?
Thomas Wiecki @twiecki
17K Followers 2K Following Founder of @pymc_labs - The Bayesian Consultancy https://t.co/pOpveNUsa3 @pymc_devs author.
Ingo Hoffmann @_ihoffmann
95 Followers 312 Following Technology Strategist. Passion for Artificial Intelligence and Digital Innovation. Photographer. Opinions are my own
Peter Droege @DroegePeter
81 Followers 151 Following CEO @layer7ai, prev. Business Coordinator @uni_tue, CyberValley Unit for AI, @BCG. Tweets are my own.
Demis Hassabis @demishassabis
488K Followers 146 Following Nobel Laureate. Co-Founder & CEO @GoogleDeepMind - working on AGI. Solving disease @IsomorphicLabs. Trying to understand the fundamental nature of reality.
Google DeepMind @GoogleDeepMind
1.2M Followers 279 Following We’re a team of scientists, engineers, ethicists and more, committed to solving intelligence, to advance science and benefit humanity.
Jeff Dean @JeffDean
365K Followers 6K Following Chief Scientist, Google DeepMind & Google Research. Gemini Lead. Opinions stated here are my own, not those of Google. TensorFlow, MapReduce, Bigtable, ...
Misha Denil @notmisha
26K Followers 817 Following I tweet about things that interest me, mostly machine learning things. ex-DeepMind.
Alex Williams @ItsNeuronal
5K Followers 1K Following Asst Prof @NYU_CNS + Project Leader @FlatironCCN studying Computational + Statistical Neuroscience.
Rainer Voss @vossman@... @voss_59
891 Followers 158 Following retired Investmentbanker, founding member of Finanzwende e.V, social aspects of crypto, inclusive economy (anthropology, social sciences, politics, psychology)
Nando de Freitas @NandoDF
105K Followers 777 Following Some projects I was lucky to be part of AlphaGo tuning, AlphaCode, Gato, ReST, r-Gemma, Imagen3, Veo, Genie, MAI. Ex Berkeley, UBC, Oxford Prof, Google DeepMind
Russ Salakhutdinov @rsalakhu
109K Followers 166 Following UPMC Professor of Computer Science @ CMU, President Elect ICML Board, VP of Research @ Meta (Multimodal LLMs, AI Agents), ex-Director of AI research at @Apple
Alireza Makhzani @AliMakhzani
3K Followers 964 Following Research Scientist at @GoogleDeepMind, Associate Professor (status-only) @UofT
jasmine collins @jazco
7K Followers 714 Following research scientist @databricks! previously @berkeley_ai phd, @googleai and @metaai. interested in human brains and computer brains 💫
Hugo Larochelle @hugo_larochelle
121K Followers 639 Following Mila Scientific Director. Ex @Google DeepMind & Twitter Cortex. Father of 4. // Directeur scientifique à Mila. Ex @Google DeepMind & Twitter Cortex. Père de 4.
Aäron van den Oord @avdnoord
14K Followers 257 Following Co-lead of the GenMedia team working on Veo, Imagen, Genie, Nano Banana (aka Gemini-2.5-Flash-Image-Preview), ... Research Scientist @ DeepMind
Ian Goodfellow @goodfellow_ian
346K Followers 1K Following DeepMind Research Scientist. Opinions my own. Inventor of GANs. Lead author of https://t.co/M6vl8pEQ4I Founding chairman of @pubhealthaction
M. Mathis Laboratory ... @mwmathislab
3K Followers 10 Following Merging artificial and natural intelligence to study adaptive mechanisms | CV, ML, Neuro | PI: @trackingactions
Alexander Ecker @alxecker
2K Followers 459 Following Neuroscience, Machine Learning, Computer Vision. Scientist @uniGoettingen, @mpids and co-founder of @maddox_ai | @aecker.bsky.social
Dimitri Yatsenko @YatsenkoDimitri
128 Followers 239 Following I study brains, I code, and I fly hang gliders.
Andreas Tolias Lab @ ... @AToliasLab
5K Followers 758 Following to understand intelligence and develop technologies by combining neuroscience and AI
Dan Levenstein @dlevenstein
4K Followers 1K Following Neuroscientist, in theory. Studying navigation and sleep in 🧠s and 💻s. Incoming Assistant Professor at Yale Neuroscience, Wu Tsai Institute.
David Margolis @MargolisLab
5K Followers 1K Following https://t.co/9nqGlCuvB0 Neuroscience lab interested in imaging neural circuit activity in mice
Mariya Yao @thinkmariya
24K Followers 440 Following Editor-In-Chief @TOPBOTS. Former CTO @MetamavenAI. #AI #ML @Forbes writer, speaker, author @AppliedAIBook, maker of lovable #UX & crappy #bots
Santiago Cadena @SantiagoACadena
547 Followers 711 Following Machine Learning, Deep Learning, Neuroscience. | ML Research @proximafusion Ex @Lyft, @bethgelab, @RealityLabs
Henning Peters @henningpeters
293 Followers 138 Following
{dr. arsonist}, PhD @setofarsonist
2K Followers 1K Following Maker of symphonic computer music. Computational neuroscience researcher w/ Intel Neuromorphic. Formerly Doiron Lab & Carnegie Mellon Neuro Inst. 1/2 @csmcsnd
Luba Elliott @elluba
10K Followers 1K Following 🤖 AI & Art since 2016 🎨 Curator, writer, speaker, researcher. @CVPRConf @ArtAIFestival @ai_ucl Past @ML4CDWorkshop #LDNcreativeAI #creativeAI #AIart
Adam Scheuring @admsch
2K Followers 5K Following Founder @variablehq | Technologist, humanist, idealist | Climate, complex systems, risk & sustainability | Investor @nurxapp @sanity_io @_noisolation @breytahq
Danilo J. Rezende @DaniloJRezende
35K Followers 2K Following VP of AI Research, Principal Scientist @ EIT | ex-Director @ DeepMind Building models to accelerate fundamental sciences and medicine. Opinions my own.Trends for United States
You might like
