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We want our AI systems to be aligned with human intentions. This is especially important as tasks get more difficult to evaluate. To develop techniques to address this problem, we trained a model to summarize books. openai.com/blog/summarizi…
What's your biggest takeaway from the #WiDS2019 Career Panel? @margootjeg @YinglianXie @QuietStormnat @emilygsands @MarzyehGhassemi ✍️ Illustration by cartoonist @lizadonnelly
It's March! Join me in the celebration of #InternationalWomensDay & women in #DataScience everywhere: - @wids_conference at @Stanford (Mar 4) - #WiDS2019 SF event at @Airbnb (Mar 6) - 600 #DS, #ML, & #AI scholarships from @coursera (Now til they're gone coursera.org/promo/WiDS19)
Livestreaming now: tune in to the Women in Data Science #WiDS2019 career panel! widsconference.org/livestream.html
And that's a wrap on #WiDS2019 at @Stanford--what a movement! I left inspired to keep learning & exploring. If you did too, snag one of the 600 #DataScience, #MachineLearning, & #ArtificalIntelligence scholarships on @coursera today at coursera.org/promo/WiDS19 @wids_conference
Elements of Scale: Composing and Scaling Data Platforms - ben stopford benstopford.com/2015/04/28/ele…
Lucia Sones @LuciaSones39284
49 Followers 5K FollowingFrancisco Boysen @BoysenFrancis
39 Followers 5K FollowingPola Argento @argen_pol
77 Followers 5K FollowingIsabella-rose Folwell @FolwellRos38799
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3 Followers 82 Following I enjoy sports, enjoy the scenery and cultural history of different countries, and hope to meet friends who share common interests and hobbiesCarys Hassell @CarysHasse52772
95 Followers 5K FollowingElizabeth @elizabeth75henr
210 Followers 3K FollowingJoe Blitzstein @stat110
18K Followers 5K Following Statistics professor at Harvard; statistician and data scientist; probability and paradoxes; Bayesian frequentist reconciliation; chess.Ora @taylor84ora
216 Followers 3K FollowingHolly @hollyhao_sama
2 Followers 51 FollowingSightengine @Sightengine
1K Followers 758 Following Empowering every company to improve lives & create delightful experiences through Content Analysis technologies. #ContentModeration #Trust #Safety #API #AIBuxuan Li @BuxuanLi
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257 Followers 4K Following PhD student in Applied Math for the Life and Social Sciences at ASUX @zeroc00l1337
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6 Followers 22 FollowingMatt Sun @thisismattsun
87 Followers 126 Following Sometimes iPhone photor • Part-time cryptocurrency entrepreneurer • Full-time tech productian and enginautDavid Tippett @dtaivpp
861 Followers 952 Following Search and Data Infrastructure Consultant | formerly @AWS | he/him | @[email protected]typedfemale @typedfemale
23K Followers 479 Following a really exciting new account "have you ever though you might be like scott alexander? very smart, but can't do math" - anonDare Obasanjo🐀 @Carnage4Life
150K Followers 1K Following Opinions about product management, technology news and inclusivity in tech. Diversity is about demographics, inclusion is about creating a sense of belonging.Doug Turnbull @softwaredoug
3K Followers 754 Following Search @Reddit; ex @Shopify & @o19s; Books: Relevant Search & AI Powered SearchFirst Round @firstround
218K Followers 2K Following First round, first hires, first product, first customers — we’ve helped @NotionHQ, @Roblox, @Uber, @Square, and 500 others tackle these firsts and more.pedma @pedma7
37K Followers 259 Following Sharing Systematic Trading Strategies Research | Building a one-person multi-strategy trading business I Systematic momentum trader | Not Financial Adviceabhishek @abhi1thakur
81K Followers 664 Following 🤗 I build AutoTrain @huggingface 👨🏽💻 World's First 4x Grand Master @kaggle 🎥 YouTube 100k+: https://t.co/BHnem8fTu5 ⭐ GitHub StarUC Berkeley EPIC Lab @UCBEPIC
389 Followers 22 Following Effective Programming, Interaction, and Computation with Data Lab @UCBerkeleyShreya Shankar @sh_reya
39K Followers 592 Following I study ML & AI engineers and try to make their lives a little better. PhD-ing in databases & HCI @Berkeley_EECS @UCBEPIC and MLOps-ing around town. She/they.Julius AI @JuliusAI_
8K Followers 120 Following ⚡️Analyze datasets, create visualizations, solve math and much more!Eugene Yan @eugeneyan
17K Followers 603 Following ML, Recsys, LLMs @ Amazon. Prev: Alibaba, Lazada, IBM, startup. Building ML systems to serve customers at scale; Writing to learn & teach.Sumit @_reachsumit
1K Followers 390 Following Senior ML Engineer @Meta | prev: @TikTok_us, @Amazon, @Samsung | UChicago Alum https://t.co/hcCJ2n979W 🇮🇳→🇰🇷→🇦🇺→🇨🇦→🇺🇲Alex Reibman 🖇️ @AlexReibman
24K Followers 799 Following Accelerating @agentopsai @foomvc Agents, ML, math, and data viz. Hack reporter🕶️Jo Kristian Bergum @jobergum
9K Followers 816 Following Distinguished Engineer @vespaengine. Tweets about Vespa, search, recommendation, ranking, and IR. CET. #StandWithUkraine 💙💛Yann LeCun @ylecun
714K Followers 718 Following Professor at NYU. Chief AI Scientist at Meta. Researcher in AI, Machine Learning, Robotics, etc. ACM Turing Award Laureate.App Economy Insights @EconomyApp
183K Followers 383 Following • App Economy investor • French in Silicon Valley • Gaming industry veteran • Previously @PwC & @BandaiNamcoUS • 100K+ read my newsletter How They Make MoneyErika Cardenas @ecardenas300
4K Followers 820 Following @weaviate_io | Interested in vector databases, LLM frameworks, and information retrievalMotif Analytics @MotifAnalytics
936 Followers 6 Following Go from raw events to growth breakthroughs in minutes with a paradigm-shifting toolkit for sequence analytics.Mistral AI @MistralAI
91K Followers 0 Following Fast, open-source and secure language models. Join us https://t.co/INALdNGvCPParul Pandey @pandeyparul
7K Followers 1K Following Author | Principal Data Scientist @h2oai | @kaggle Grandmaster(Notebooks) | MomMel de Leon @juiceboxheroic
3K Followers 429 Following Principal Product Manager @Twitch. Frmrly @PandoraMusic @Google | https://t.co/vT8YlNYeR6 | coding for charity @ https://t.co/Gw10lGOzx5Our World in Data @OurWorldInData
299K Followers 21 Following Data and research to understand big global problems and make progress against them. Based out of @UniOfOxford, founded by @MaxCRoser. @[email protected]Omar Sanseviero @osanseviero
32K Followers 2K Following Chief Llama Officer @huggingface 🦙 Founder @AI_Learners. Xoogler (SWE @Google Assistant, 20% PM TF Graphics). 100% Hacker Llama🇵🇪🇲🇽NeurIPS Conference @NeurIPSConf
112K Followers 35 Following New Orleans, Dec 10-16, 23. https://t.co/ga8aOw615g Tweets to this account are not monitored. Please send feedback to [email protected].Mahesh Sathiamoorthy @madiator
9K Followers 936 Following LLMs and Data. Discuss about data for LLMs: https://t.co/ddHYXxFt1f Ex-GoogleDeepMindKai-Wei Chang @kaiwei_chang
6K Followers 712 Following Associate Professor @UCLAengineering/@UCLA. Area: #NLProc/#ML/#AI https://t.co/zj1ssZj9oxCohere For AI @CohereForAI
16K Followers 177 Following We are a research lab and open science initiative that seeks to solve complex machine learning problems. Join us in exploring the unknown, together.Jürgen Schmidhuber @SchmidhuberAI
107K Followers 0 Following Invented principles of meta-learning (1987), GANs (1990), Transformers (1991), very deep learning (1991), etc. Our AI is used many billions of times every day.Tristan Hume @trishume
6K Followers 330 Following Performance optimization lead @AnthropicAI. Profiling, distributed systems, dev tools, interpretability. [email protected]Demi Guo @demi_guo_
22K Followers 695 Following Co-founder & CEO @pika_labs | ex @StanfordAILab @HarvardRomain Huet @romainhuet
21K Followers 7K Following Head of Developer Experience @OpenAI. Previously, Product Lead @Stripe, Platform @Twitter, Co-Founder & CTO of Jolicloud.Jim Fan @DrJimFan
231K Followers 3K Following @NVIDIA Sr. Research Manager & Lead of Embodied AI (GEAR Lab). Creating foundation models for Humanoid Robots & Gaming. @Stanford Ph.D. @OpenAI's first intern.David Cramer @zeeg
11K Followers 547 Following the most authentic person you know - @getsentry ; shipping https://t.co/Z9pUTnVBto whenever the mood strikesReka @RekaAILabs
11K Followers 13 Following An AI research and product company 🫠. We are a team of scientists and engineers building state-of-the-art multimodal language models 😻Leonie @helloiamleonie
7K Followers 410 Following 🖋️ Technical writer https://t.co/mXXEyoAUJZ 🥑 Developer Advocate @weaviate_io 🦆 Kaggle Notebooks Grandmaster https://t.co/3wrvdColIaJeremy Howard @jeremyphoward
222K Followers 5K Following 🇦🇺 Co-founder: @AnswerDotAI & @FastDotAI ; Hon Professor: @UQSchoolITEE ; Digital Fellow: @StanfordDemis Hassabis @demishassabis
357K Followers 126 Following Co-founder & CEO @GoogleDeepMind - working on AGI. Trying to understand the fundamental nature of reality. Also revolutionising drug discovery @IsomorphicLabsStanford AI Lab @StanfordAILab
137K Followers 319 Following The Stanford Artificial Intelligence Laboratory (SAIL), a leading #AI lab since 1963. ⛵️🤖 Emmy-winning video: https://t.co/lV9smZTC1mRunway @runwayml
186K Followers 300 Following An applied AI research company building for the next era of art, entertainment and human creativity. We're hiring: https://t.co/Aj11xyhxOg👩💻 Paige Bai.. @DynamicWebPaige
59K Followers 2K Following ✨Keep it simple, make it scale. AI should be about empowering people, building understanding, & making dreams realities. 👩💻GenAI @GoogleDeepMind ex-@GitHubMatt Holden @holdenmatt
1K Followers 565 Following Experimenting with AI+UI: https://t.co/vw0n7FZFMG https://t.co/fY2gce3axZ https://t.co/8moy9vF5Em ex: Dropbox PM director, Google Search/Maps, YCS11sarah guo // convicti.. @saranormous
91K Followers 3K Following startup investor and builder, founder @w_conviction. accelerating AI adoption, interested in progress. tech podcast: @nopriorspodJoe Blitzstein @stat110
18K Followers 5K Following Statistics professor at Harvard; statistician and data scientist; probability and paradoxes; Bayesian frequentist reconciliation; chess.One of the use cases I'm most excited about when we now have support for gguf LLM inference in Vespa is query rewriting and classification. This is an area that everybody in the industry is talking about, but there are few practical examples.
A future system 😅
Retrieval might become a cool topic eventually. linkedin.com/pulse/every-ll…
RAG and RAU: A Survey on Retrieval-Augmented Language Model in Natural Language Processing Examines components, applications, evaluation methods, limitations, future research directions for Retrieval-Augmented Language Models. 📝arxiv.org/abs/2404.19543 👨🏽💻github.com/2471023025/RAL…
OmniSearchSage: Multi-Task Multi-Entity Embeddings for Pinterest Search Pinterest jointly learns unified query, pin, and product embeddings using enriched entity representations. 📝arxiv.org/abs/2404.16260 👨🏽💻github.com/pinterest/atg-…
Hi-Gen: Generative Retrieval For Large-Scale Personalized E-commerce Search Alibaba encodes semantic information in document ID generation & exploits positional information during decoding to enable efficient large-scale personalized E-commerce search. 📝arxiv.org/abs/2404.15675
A few times a year I do an "engineerication" (engineer+vacation), working directly with a team to deeply understand the developer experience at @stripe. For my latest, I embedded with the Shepherd team building our next-gen ML platform based on @Airbnb's Chronon, now open source.
Shepherd: How Stripe adapted Chronon to scale ML feature development. stripe.com/blog/shepherd-…
We've got 80 meaty slides about Learning to Rank at Reddit, can we get through them all in 45 minutes? haystackconf.com/us2024/talk-4/
Generative Information Retrieval Evaluation Examines the use of LLMs in two aspects of IR evaluation: leveraging LLMs as evaluation tools, and evaluating LLM-based generative IR systems, while addressing the continued need for human assessment. 📝arxiv.org/abs/2404.08137
Thursday 🌱 Forbes releases their 2024 AI 50 list forbes.com/lists/ai50/ 🌱 Cohere introduces Rerank 3 txt.cohere.com/rerank-3/ 🌱 New DeepLearning AI course with Unstructured: “Preprocessing Unstructured Data for LLM Applications” deeplearning.ai/short-courses/…
Manipulating Large Language Models to Increase Product Visibility Demonstrates that strategic text sequences can be used to manipulate LLM-driven search recommendations, giving vendors a competitive advantage. 📝arxiv.org/abs/2404.07981 👨🏽💻github.com/aounon/llm-ran…
Improving Retrieval for RAG based Question Answering Models on Financial Documents Improves LLM performance on domain-specific tasks, particularly in the financial domain, through advanced chunking, query expansion, metadata incorporation, etc. 📝arxiv.org/abs/2404.07221
Blended RAG: Improving RAG (Retriever-Augmented Generation) Accuracy with Semantic Search and Hybrid Query-Based Retrievers Leverages semantic search techniques to enhance retrieval accuracy and performance of RAG systems. 📝arxiv.org/abs/2404.07220 👨🏽💻github.com/ibm-ecosystem-…
Great list of vector engines with first-class support for binarized int8 vectors :)
@dhruv___anand You could try the one and only truly amazing: github.com/cohere-ai/Bina… Otherwise usearch can handle both (also mmap int8 from disk): github.com/ashvardanian/u… For a production ready vector DB, I recommend Vespa blog.vespa.ai/scaling-large-…
Event-enhanced Retrieval in Real-time Search Tencent tackles the "semantic drift" problem in real-time search by incorporating a generative decoder to extract event-focused representations. 📝arxiv.org/abs/2404.05989 👨🏽💻github.com/open-event-hub…
LLM-Augmented Retrieval: Enhancing Retrieval Models Through Language Models and Doc-Level Embedding Improves the performance of existing retriever models by enriching document embeddings with contextual information. 📝arxiv.org/abs/2404.05825
Recommender systems need to multiply very large sparse matrices. e-commerce platform @farfetch leverages Vespa's support for sparse and dense tensors + vector search to do this online in less then 100 milliseconds. 🧵
Netflix Tech Blog about DGS Framework integration with Spring GraphQL. A Tale of Two Frameworks: The Domain Graph Service Framework Meets Spring GraphQL. netflixtechblog.medium.com/a-tale-of-two-…
Chronon, Airbnb’s ML Feature Platform, Is Now Open Source link.medium.com/VjtaTc6qDIb
Great post on RAG from search guru Daniel Tunkelang. When you have a mix of signals, use GBDT. It’s definitely the unsung hero of hybrid search docs.vespa.ai/en/xgboost dtunkelang.medium.com/ai-powered-sea…