Hugging Face's AutoTrain tool chain is a step forward towards Democratizing NLP. It offers non-researchers like me the ability to train highly performant NLP models and get them deployed at scale, quickly and efficiently. Kumaresan Manickavelu - NLP Product Manager, eBay. AutoTrain has provided us with zero to hero model in minutes with no ...MetaAI's CodeLlama - Coding Assistant LLM. Fast, small, and capable coding model you can run locally on your computer! Requires 8GB+ of RAM. Code Llama: Open Foundation Models for Code. Paper • 2308.12950 • Published Aug 24, 2023 • 18. Text Generation • Updated Sep 27, 2023 • 35.1k • 106.The Hugging Face Hub is a platform with over 350k models, 75k datasets, and 150k demo apps (Spaces), all open source and publicly available, in an online platform where people can easily collaborate and build ML together. ... No single company, including the Tech Titans, will be able to “solve AI” by themselves – the only way we’ll ...Edit model card. GPT-NeoX-20B is a 20 billion parameter autoregressive language model trained on the Pile using the GPT-NeoX library. Its architecture intentionally resembles that of GPT-3, and is almost identical to that of GPT-J- 6B. Its training dataset contains a multitude of English-language texts, reflecting the general-purpose nature of ...Apr 25, 2022 · Feel free to pick a tutorial and teach it! 1️⃣ A Tour through the Hugging Face Hub. 2️⃣ Build and Host Machine Learning Demos with Gradio & Hugging Face. 3️⃣ Getting Started with Transformers. We're organizing a dedicated, free workshop (June 6) on how to teach our educational resources in your machine learning and data science classes. DALL·E mini by craiyon.com is an interactive web app that lets you explore the amazing capabilities of DALL·E Mini, a model that can generate images from text. You can type any text prompt and see what DALL·E Mini creates for you, or browse the gallery of existing examples. DALL·E Mini is powered by Hugging Face, the leading platform for natural language processing and computer vision. Model Summary. We present BLOOMZ & mT0, a family of models capable of following human instructions in dozens of languages zero-shot. We finetune BLOOM & mT5 pretrained multilingual language models on our crosslingual task mixture (xP3) and find the resulting models capable of crosslingual generalization to unseen tasks & languages. …Feb 29, 2024 · February 29, 2024. 5 Min Read. Source: WrightStudio via Alamy Stock Photo. Researchers have discovered about 100 machine learning (ML) models that have been uploaded to the Hugging Face artificial ... MetaAI's CodeLlama - Coding Assistant LLM. Fast, small, and capable coding model you can run locally on your computer! Requires 8GB+ of RAM. Code Llama: Open Foundation Models for Code. Paper • 2308.12950 • Published Aug 24, 2023 • 18. Text Generation • Updated Sep 27, 2023 • 35.1k • 106.Feb 2, 2024 · Hugging Face, the New York City-based startup that offers a popular, developer-focused repository for open source AI code and frameworks (and hosted last year’s “Woodstock of AI”), today ... ai-comic-factory. like 6.13k. Running on CPU Upgrade. App Files Files Community 735 Refreshing. Create your own AI comic with a single prompt. Spaces. jbilcke-hf / ai-comic-factory. like 6.1k. Running on CPU Upgrade. App Files Files Community . 732. Refreshing ...Abstract. It is fall 2022, and open-source AI model company Hugging Face is considering its three areas of priorities: platform development, supporting the open-source community, and pursuing cutting-edge scientific research. As it expands services for enterprise clients, which services should it prioritize?AI & ML interests Google ️ Open Source AI. Team members 894 +860 +847 +826 +816 +796. Collections 13Part 1. AI for Game Development: Creating a Farming Game in 5 Days. Part 1. Welcome to AI for Game Development! In this series, we'll be using AI tools to create a fully functional farming game in just 5 days. By the end of this series, you will have learned how you can incorporate a variety of AI tools into your game development workflow.Apr 3, 2023 · Hugging Face, the fast-growing New York-based startup that has become a central hub for open-source code and models, cemented its status as a leading voice in the AI community on Friday, drawing ... ilumine-AI / Insta-3D. like 233. Running App Files Files Community 4 Discover amazing ML apps made by the community. Spaces. ilumine-AI / Insta-3D. like 233. Running . App Files Files Community . 4 ...Apr 25, 2023 · Hugging Face, which has emerged in the past year as a leading voice for open-source AI development, announced today that it has launched an open-source alternative to ChatGPT called HuggingChat. Documentations. Host Git-based models, datasets and Spaces on the Hugging Face Hub. State-of-the-art ML for Pytorch, TensorFlow, and JAX. State-of-the-art diffusion models for image and audio generation in PyTorch. Access and share datasets for computer vision, audio, and NLP tasks. Technical Lead & LLMs at Hugging Face 🤗 | AWS ML HERO 🦸🏻♂️. 19h Edited. Earlier today, Meta released Llama 3!🦙 Marking it as the next step in open AI development! 🚀Llama 3 comes ... Generated faces — an online gallery of over 2.6 faces with a flexible search filter. You can search images by age, gender, ethnicity, hair or eye color, and several other parameters. All the photos are consistent in quality and style. Generated humans — a pack of 100,000 diverse super-realistic full-body synthetic photos. Hugging Face, the fast-growing New York-based startup that has become a central hub for open-source code and models, cemented its status as a leading voice in the AI community on Friday, drawing ...Using fastai at Hugging Face. fastai is an open-source Deep Learning library that leverages PyTorch and Python to provide high-level components to train fast and accurate neural networks with state-of-the-art outputs on text, vision, and tabular data.. Exploring fastai in the Hub. You can find fastai models by filtering at the left of the models page.. All models …Official Unity Technologies space for models and more. We provide validated models that we know import and run well in the Sentis framework. They are pre-converted to our .sentis format, which can be directly imported into the Unity Editor. We encourage you to validate your own models and post them with the "Unity Sentis" library tag.Joining Hugging Face and installation To share models in the Hub, you will need to have a user. Create it on the Hugging Face website. The huggingface_hub library is a lightweight Python client with utility functions to interact with the Hugging Face Hub. To push fastai models to the hub, you need to have some libraries pre-installed (fastai>=2 ...Hugging Face's AutoTrain tool chain is a step forward towards Democratizing NLP. It offers non-researchers like me the ability to train highly performant NLP models and get them deployed at scale, quickly and efficiently. Kumaresan Manickavelu - NLP Product Manager, eBay. AutoTrain has provided us with zero to hero model in minutes with no ...Sep 21, 2023 · Hugging Face is an AI research lab and hub that has built a community of scholars, researchers, and enthusiasts. In a short span of time, Hugging Face has garnered a substantial presence in the AI space. Tech giants including Google, Amazon, and Nvidia have bolstered AI startup Hugging Face with significant investments, making its valuation […] Wiz and Hugging Face worked together to mitigate the issue. The world has never seen a piece of technology adopted at the pace of AI. As more organizations worldwide adopt AI-as-a-Service (a.k.a. “AI cloud”) the industry must recognize the possible risks in this shared infrastructure that holds sensitive data and enforce mature regulation ...FAQ 1. Introduction for different retrieval methods. Dense retrieval: map the text into a single embedding, e.g., DPR, BGE-v1.5 Sparse retrieval (lexical matching): a vector of size equal to the vocabulary, with the majority of positions set to zero, calculating a weight only for tokens present in the text. e.g., BM25, unicoil, and splade Multi-vector retrieval: use …Dataset Card for "emotion". Dataset Summary. Emotion is a dataset of English Twitter messages with six basic emotions: anger, fear, joy, love, sadness, and surprise. For more detailed information please refer to the paper. Supported Tasks and Leaderboards.Hugging Face is a collaborative platform that offers tools and resources for building and deploying NLP and ML models using open-source code. Learn about its history, core components, and features, such as the Transformers library and the Model Hub.Beginner. 1 Hour. Maria Khalusova Marc Sun Younes Belkada. Find and filter open source models on Hugging Face Hub based on task, rankings, and memory requirements. Write just a few lines of code using the transformers library to perform text, audio, image, and multimodal tasks.Discover amazing ML apps made by the communityYou can find fine-tuning question answering datasets on platforms like Hugging Face, with datasets like m-a-p/COIG-CQIA readily available. Additionally, Github offers fine-tuning frameworks, ... {Yi: Open Foundation Models by 01.AI}, author={01. AI and : and Alex Young and Bei Chen and Chao Li and Chengen Huang and Ge Zhang and …Starting today, Phi-3-mini, a 3.8B language model is available on Microsoft Azure AI Studio, Hugging Face, and Ollama. Phi-3-mini is available in two context …Feb 29, 2024 · February 29, 2024. 5 Min Read. Source: WrightStudio via Alamy Stock Photo. Researchers have discovered about 100 machine learning (ML) models that have been uploaded to the Hugging Face artificial ... Under the hood, watsonx.ai also integrates many Hugging Face open-source libraries, such as transformers (100k+ GitHub stars!), accelerate, peft and our Text Generation Inference server, to name a few. We're happy to partner with IBM and to collaborate on the watsonx AI and data platform so that Hugging Face customers can …Datasets. 🤗 Datasets is a library for easily accessing and sharing datasets for Audio, Computer Vision, and Natural Language Processing (NLP) tasks. Load a dataset in a single line of code, and use our powerful data processing methods to quickly get your dataset ready for training in a deep learning model. Backed by the Apache Arrow format ...Stable Diffusion is a Latent Diffusion model developed by researchers from the Machine Vision and Learning group at LMU Munich, a.k.a CompVis. Model checkpoints were publicly released at the end of August 2022 by a collaboration of Stability AI, CompVis, and Runway with support from EleutherAI and LAION. For more information, you can check out ...The current Stage B often lacks details in the reconstructions, which are especially noticeable to us humans when looking at faces, hands, etc. We are working on making these reconstructions even better in the future! Image Sizes Würstchen was trained on image resolutions between 1024x1024 & 1536x1536.Building the future of Open Source Creative AI. Out of the ecosystem created by Stable Diffusion, a group of individuals beginning with Dr. Lincoln Stein formed to work towards building the best tools for generating high-quality images and empowering creatives with the power of AI. InvokeAI has grown to a full-time team of developers working ...To create an access token, go to your settings, then click on the Access Tokens tab. Click on the New token button to create a new User Access Token. Select a role and a name for your token and voilà - you’re ready to go! You can delete and refresh User Access Tokens by clicking on the Manage button.Hugging Face is a collaborative platform that offers tools and resources for building, training, and deploying NLP and ML models using open-source code. Learn about its … Founded in 2016, Hugging Face was an American-French company aiming to develop an interactive AI chatbot targeted at teenagers. However, after open-sourcing the model powering this chatbot, it quickly pivoted to a grander vision: to arm the AI industry with powerful, accessible tools. Image by the author. There are significant benefits to using a pretrained model. It reduces computation costs, your carbon footprint, and allows you to use state-of-the-art models without having to train one from scratch. 🤗 Transformers provides access to …What is Hugging Face AI? The Rise of Hugging Face in AI and NLP. Hugging Face began as a chatbot in 2016 and has since grown into a collaborative, …We’re on a journey to advance and democratize artificial intelligence through open source and open science.Apple said on its Hugging Face model page that OpenELM, which stands for "Open-source Efficient Language Models," performs very efficiently on text-related tasks like email writing.Enterprise-ready version of the world’s leading AI platform. Subscribe to Enterprise Hub. for $20/user/month with your Hub organization. Give your organization the most advanced platform to build AI with enterprise-grade security, …Yi-34B model ranked first among all existing open-source models (such as Falcon-180B, Llama-70B, Claude) in both English and Chinese on various benchmarks, including Hugging Face Open LLM Leaderboard (pre-trained) and C-Eval (based on data available up to November 2023). 🙏 (Credits to Llama) Thanks to the Transformer and …Zephyr-7B-α is the first model in the series, and is a fine-tuned version of mistralai/Mistral-7B-v0.1 that was trained on on a mix of publicly available, synthetic datasets using Direct Preference Optimization (DPO). We found that removing the in-built alignment of these datasets boosted performance on MT Bench and made the model more helpful.Omer Mahmood. ·. Follow. Published in. Towards Data Science. ·. 11 min read. ·. Apr 13, 2022. Photo by Hannah Busing on Unsplash. The TL;DR. Hugging Face is a community and data science …The model was trained with sequence length 512 using Megatron and Deepspeed libs by SberDevices team on a dataset of 600 GB of texts in 61 languages. The model has seen 440 billion BPE tokens in total. Total training time was around 14 days on 256 Nvidia V100 GPUs. Downloads last month. About org cards. Qualcomm® AI is making it easier for everyone to run AI models for vision, audio, and speech applications on-device! Qualcomm® AI Hub Models provides access to dozens of pre-optimized and ready-to-deploy AI models on Snapdragon® devices and across the Android ecosystem on any across various platforms including mobile, IoT ... Falcon 180B sets a new state-of-the-art for open models. It is the largest openly available language model, with 180 billion parameters, and was trained on a massive 3.5 trillion tokens using TII's RefinedWeb dataset. This represents the longest single-epoch pretraining for an open model. You can find the model on the Hugging Face Hub ( base ...Discover amazing ML apps made by the communityI love Hugging Face! Text Classification Model Output. POSITIVE. 0.900. NEUTRAL. 0.100. NEGATIVE. 0.000. About Text Classification. Use Cases Sentiment Analysis on Customer Reviews You can track the sentiments of your customers from the product reviews using sentiment analysis models. This can help understand churn and retention by grouping ...Enterprise-ready version of the world’s leading AI platform. Subscribe to Enterprise Hub. for $20/user/month with your Hub organization. Give your organization the most advanced platform to build AI with enterprise-grade security, …Object Counting. Object Detection models are used to count instances of objects in a given image, this can include counting the objects in warehouses or stores, or counting the number of visitors in a store. They are also used to … Founded in 2016, Hugging Face was an American-French company aiming to develop an interactive AI chatbot targeted at teenagers. However, after open-sourcing the model powering this chatbot, it quickly pivoted to a grander vision: to arm the AI industry with powerful, accessible tools. Image by the author. Developers using Hugging Face can access Google's cloud setup and its thousands of GPUs connected to services like Vertex AI. Hugging Face is one of the more popular AI model repositories, storing open-sourced foundation models like Meta's Llama 2 and Stability AI's Stable Diffusion.Transformers Agents. Transformers Agents is an experimental API which is subject to change at any time. Results returned by the agents can vary as the APIs or underlying models are prone to change. Transformers version v4.29.0, building on the concept of tools and agents. You can play with in this colab.Wiz and Hugging Face worked together to mitigate the issue. The world has never seen a piece of technology adopted at the pace of AI. As more organizations worldwide adopt AI-as-a-Service (a.k.a. “AI cloud”) the industry must recognize the possible risks in this shared infrastructure that holds sensitive data and enforce mature regulation ...Welcome to the Free Open Source Voice Models Directory by AI Models!. spaces 9. Sort: Recently updatedclip-vit-base-patch32. Disclaimer: The model card is taken and modified from the official CLIP repository, it can be found here. The CLIP model was developed by researchers at OpenAI to learn about what contributes to robustness in computer vision tasks. The model was also developed to test the ability of models to generalize to arbitrary image ...Image Similarity with Hugging Face Datasets and Transformers. In this post, you'll learn to build an image similarity system with 🤗 Transformers. Finding out the similarity between a query image and potential candidates is an important use case for information retrieval systems, such as reverse image search, for example. All the system is ...Discover HuggingChat - A Free Revolutionary Platform Connecting You with Advanced AIs! Unleash the potential of top-notch artificial intelligence with HuggingChat, an extraordinary iOS application designed to facilitate seamless communication between users and several groundbreaking large language models (LLMs) from multiples providers like Mistral AI, Meta and Google.gpt-neo-1.3B. GPT-Neo 1.3B is a transformer model designed using EleutherAI's replication of the GPT-3 architecture. GPT-Neo refers to the class of models, while 1.3B represents the number of parameters of this particular pre-trained model. GPT-Neo 1.3B was trained on the Pile, a large scale curated dataset created by EleutherAI for the …Discover HuggingChat - A Free Revolutionary Platform Connecting You with Advanced AIs! Unleash the potential of top-notch artificial intelligence with HuggingChat, an …Inference Endpoints generative ai Has a Space AutoTrain Compatible text-generation-inference Other with no match Eval Results Merge 4-bit precision custom_code Carbon Emissions 8-bit precision Mixture of ExpertsBy leveraging the strong language capability of ChatGPT and abundant AI models in Hugging Face, HuggingGPT can tackle a wide range of sophisticated AI tasks spanning different modalities and domains and achieve impressive results in language, vision, speech, and other challenging tasks, which paves a new way towards the realization of ...VMware’s Private AI Reference Architecture makes it easy for organizations to quickly leverage popular open source projects such as ray and kubeflow to deploy AI services adjacent to their private datasets, while working with Hugging Face to ensure that organizations maintain the flexibility to take advantage of the latest and greatest in ...Edit model card. GPT-NeoX-20B is a 20 billion parameter autoregressive language model trained on the Pile using the GPT-NeoX library. Its architecture intentionally resembles that of GPT-3, and is almost identical to that of GPT-J- 6B. Its training dataset contains a multitude of English-language texts, reflecting the general-purpose nature of ...Llama 2 is a collection of pretrained and fine-tuned generative text models ranging in scale from 7 billion to 70 billion parameters. This is the repository for the 7B pretrained model. Links to other models can be found in the index at the bottom. Note: Use of this model is governed by the Meta license.Hugging Face is a platform where you can create, train, and host your own AI models, as well as browse and use models from other people. You can also access over 30,000 datasets for various tasks, such as natural language processing, audio, and computer vision. You can also create and share Spaces to showcase your work and collaborate with others.Starting today, Phi-3-mini, a 3.8B language model is available on Microsoft Azure AI Studio, Hugging Face, and Ollama. Phi-3-mini is available in two context …HuggingFace概述官网：Hugging Face - The AI community building the future. 官方文档：Hugging Face - DocumentationHuggingFace是一个开源社区，提供了先进的 NLP模型（Models - Hugging Face）、数据集（Dat…FAQ 1. Introduction for different retrieval methods. Dense retrieval: map the text into a single embedding, e.g., DPR, BGE-v1.5 Sparse retrieval (lexical matching): a vector of size equal to the vocabulary, with the majority of positions set to zero, calculating a weight only for tokens present in the text. e.g., BM25, unicoil, and splade Multi-vector retrieval: use …The Hugging Face DLC is packed with optimized transformers, datasets, and tokenizers libraries to enable you to fine-tune and deploy generative AI applications at scale in hours instead of weeks - with minimal code changes.Hugging Face is a verified GitHub organization that builds state-of-the-art machine learning tools and datasets for various domains. Explore their repositories, such as transformers, diffusers, datasets, peft, and more.Documentations. Host Git-based models, datasets and Spaces on the Hugging Face Hub. State-of-the-art ML for Pytorch, TensorFlow, and JAX. State-of-the-art diffusion models for image and audio generation in PyTorch. Access and share datasets for computer vision, audio, and NLP tasks.Hugging Face is positioning the benchmark as a “robust assessment” of healthcare-bound generative AI models. But some medical experts on social media …Feb 2, 2024 · Hugging Face, the New York City-based startup that offers a popular, developer-focused repository for open source AI code and frameworks (and hosted last year’s “Woodstock of AI”), today ... 6 days ago · Hugging Face is positioning the benchmark as a “robust assessment” of healthcare-bound generative AI models. But some medical experts on social media cautioned against putting too much stock ... Use in Transformers. Edit model card. Bark. Bark is a transformer-based text-to-audio model created by Suno. Bark can generate highly realistic, multilingual speech as well as other audio - including music, background noise and simple sound effects. The model can also produce nonverbal communications like laughing, sighing and crying.Upload unlimited models and datasets. Early access to upcoming features: Social Posts, Dev Mode, new compute options, etc. Dataset Viewer for private datasets. Higher rate limit for Inference API (serverless)VMware’s Private AI Reference Architecture makes it easy for organizations to quickly leverage popular open source projects such as ray and kubeflow to deploy AI services adjacent to their private datasets, while working with Hugging Face to ensure that organizations maintain the flexibility to take advantage of the latest and greatest in ... alvarobartt. posted an update about 5 hours ago. Post. 🦫 We have just released argilla/Capybara-Preferences in collaboration with Kaist AI ( @ JW17 , @ nlee-208 ) and Hugging Face ( @ lewtun ) A new synthetic preference dataset built using distilabel on top of the awesome LDJnr/Capybara from @ LDJnr.
Hugging Face is an organization at the center of the open-source ML/AI ecosystem. Developers use their libraries to easily work with pre-trained models, and their Hub platform facilitates sharing and discovery of models and datasets. In this course, you’ll learn about the tools Hugging Face provides for ML developers, from fine-tuning models .... Ideagram.ai
The Hugging Face Unity API is an easy-to-use integration of the Hugging Face Inference API, allowing developers to access and use Hugging Face AI models in their Unity projects.In this blog post, we'll walk through the steps to install and use the Hugging Face Unity API. Installation Open your Unity project; Go to Window-> Package …Hugging Face, the New York City-based startup that offers a popular, developer-focused repository for open source AI code and frameworks (and hosted last year’s “Woodstock of AI”), today ...Omer Mahmood. ·. Follow. Published in. Towards Data Science. ·. 11 min read. ·. Apr 13, 2022. Photo by Hannah Busing on Unsplash. The TL;DR. Hugging Face is a community and data science …Founded in 2016, Hugging Face was an American-French company aiming to develop an interactive AI chatbot targeted at teenagers. However, after open-sourcing the model powering this chatbot, it quickly pivoted to a grander vision: to arm the AI industry with powerful, accessible tools. Image by the author.# System Preamble ## Basic Rules You are a powerful conversational AI trained by Cohere to help people. You are augmented by a number of tools, and your job is to use and consume the output of these tools to best help the user. You will see a conversation history between yourself and a user, ending with an utterance from the user ...The model was trained with sequence length 512 using Megatron and Deepspeed libs by SberDevices team on a dataset of 600 GB of texts in 61 languages. The model has seen 440 billion BPE tokens in total. Total training time was around 14 days on 256 Nvidia V100 GPUs. Downloads last month.TheBloke/Wizard-Vicuna-30B-Uncensored-GPTQ. Text Generation • Updated Sep 27, 2023 • 2.96k • 539 georgesung/llama2_7b_chat_uncensoredAt Hugging Face, we want to enable all companies to build their own AI, leveraging open models and open source technologies. Our goal is to build an open platform, making it easy for data scientists, machine learning engineers and developers to access the latest models from the community, and use them within the platform of their …AI & ML interests Google ️ Open Source AI. Team members 894 +860 +847 +826 +816 +796. Collections 13FAQ 1. Introduction for different retrieval methods. Dense retrieval: map the text into a single embedding, e.g., DPR, BGE-v1.5 Sparse retrieval (lexical matching): a vector of size equal to the vocabulary, with the majority of positions set to zero, calculating a weight only for tokens present in the text. e.g., BM25, unicoil, and splade Multi-vector retrieval: use …Hugging Face, the fast-growing New York-based startup that has become a central hub for open-source code and models, cemented its status as a leading voice in the AI community on Friday, drawing ...KoboldAI/Mistral-7B-Erebus-v3. Text Generation • Updated Jan 13 • 580 • 14. KoboldAI/LLaMA2-13B-Erebus-v3. Text Generation • Updated Jan 13 • 287 • 8. KoboldAI/LLaMA2-13B-Erebus-v3-GGUF. Text Generation • Updated Jan 13 • 1.74k • 9. Expand 67 model s. Models made by the KoboldAI community All uploaded models are …Zork is an interactive fiction computer game created in the 1970s by Infocom, Inc., which was later acquired by Activision Blizzard. It is widely considered one of the most influential games ever made and has been credited with popularizing text-based adventure games. The original version of Zork was written in the programming language MACRO-10 ...Under the hood, watsonx.ai also integrates many Hugging Face open-source libraries, such as transformers (100k+ GitHub stars!), accelerate, peft and our Text Generation Inference server, to name a few. We're happy to partner with IBM and to collaborate on the watsonx AI and data platform so that Hugging Face customers can …ilumine-AI / Insta-3D. like 233. Running App Files Files Community 4 Discover amazing ML apps made by the community. Spaces. ilumine-AI / Insta-3D. like 233. Running . App Files Files Community . 4 ...To create an access token, go to your settings, then click on the Access Tokens tab. Click on the New token button to create a new User Access Token. Select a role and a name for your token and voilà - you’re ready to go! You can delete and refresh User Access Tokens by clicking on the Manage button.A significant step towards removing language barriers through expressive, fast and high-quality AI translation. Seamless: Multilingual Expressive and Streaming Speech Translation. Paper • 2312.05187 • Published Dec 8, 2023 • …Feb 2, 2024 · Hugging Face, the New York City-based startup that offers a popular, developer-focused repository for open source AI code and frameworks (and hosted last year’s “Woodstock of AI”), today ... .