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RETOOL STATE OF AI REPORT

Retool's State of AI report, which surveyed 1,500 tech workers, reveals generative AI's growing impact on business. MongoDB Atlas Vector Search leads in popularity among vector databases, vital for AI-powered apps enhancing productivity and customer experiences. However, challenges in AI adoption persist, notably in model accuracy and data security, with C-suite executives showing greater optimism than individual contributors.

2023.11.15
retool.com35 min readTLDR AI

YOU.COM LAUNCHES NEW APIS TO CONNECT LLMS TO THE WEB

You.com has launched APIs starting at $100 per month, enabling large language models like Meta’s Llama 2 to access up-to-date internet data and offering enhanced answer accuracy through web search and news functionalities.

2023.11.15
techcrunch.com3 min readTLDR AI

MICROSOFT AND OPENAI PARTNERSHIP UNVEILS NEW AI OPPORTUNITIES

At OpenAI’s DevDay, Microsoft announced plans to offer the new GPT-4 Turbo on Azure OpenAI Service by year-end, providing enhanced control and efficiencies at lower costs. OpenAI's Custom Models program will seamlessly integrate with Microsoft's ecosystem, boosting enterprises’ AI capabilities.

2023.11.15
microsoft.com3 min readTLDR AI

POWERFUL NOUS FINE-TUNE OF THE 34B YI MODEL (HUGGINGFACE HUB)

Nous research has released a very strong 34B model built on top of the bilingual Yi model. Capybara is trained primarily on multi-turn data with more than 1000 tokens per conversation, which makes it uniquely positioned for certain user-facing tasks with high information density.

2023.11.15
huggingface.coTLDR AI

LLM DECONTAMINAOR

When new models come out with astounding capabilities, it is natural to question whether they actually trained on the validation data or on benchmarks. Decontamination is the process of removing such testing data from the input. The LMSYS group found that if you rephrase test data in a way that passes decontamination but still contains information about the benchmark, you can fake your way to amazing performance.

2023.11.15
lmsys.org18 min readTLDR AI

MONODIFFUSION: DEPTH ESTIMATION WITHOUT GROUND-TRUTH

This study introduces MonoDiffusion, a novel framework for self-supervised monocular depth estimation, which uniquely approaches the challenge as an iterative denoising process. It utilizes a pseudo ground-truth diffusion process guided by a pre-trained teacher model to improve depth map accuracy without using actual depth ground-truth in training.

2023.11.15
arxiv.org16 min readTLDR AI

Sponsored

SYNADIA: AI AT THE EDGE WITH NATS.IO

Need to deliver real-time, low-latency data services to edge-based applications? Use NATS.io [13] — the same technology [13] used by thousands of companies across leading Financial Services, Automotive, Retail, and Government institutions. ➡️  Process massive amounts of data [13] where it is generated in real-time

2023.11.15
synadia.comSponsorTLDR AI

➡️ Focus [14] on the AI application, not the cloud infrastructure

2023.11.15
synadia.comTLDR AI

DRAW A UI

A compelling demo that uses GPT-V and a pleasant sketching interface to create HTML websites.

2023.11.15
github.comGitHub repositoryTLDR AI

DOMAIN-SPECIFIC QUESTION-ANSWERING WITH LLMS

This project introduces Knowledgeable Preference AlignmenT (KnowPAT), a novel approach to improving domain-specific question answering using large language models.

2023.11.15
github.comGitHub repositoryTLDR AI

IBM DEBUTS $500 MILLION ENTERPRISE AI VENTURE FUND

IBM has committed $500 million to invest in generative AI startups that cater to business clients, signaling a strategic shift and indicating its readiness to support emerging companies, with a preference for those that complement rather than compete with its own business offerings.

2023.11.15
axios.com3 min readTLDR AI

ALL THE DETAILS ABOUT HUMANE’S AI PIN

Humane's AI Pin is a $699 screenless wearable device with innovative interaction methods powered by a $24 monthly subscription that offers features like language translation, AI-assisted photography, and personal assistant tools on T-Mobile's network.

2023.11.15
theverge.com2 min readTLDR AI

LANGUAGE MODELS CAN USE STEGANOGRAPHY TO HIDE THEIR REASONING

A study by Redwood Research reveals that large language models (LLMs) can master "encoded reasoning," a form of steganography allowing LLMs to embed intermediate reasoning steps in generated text, making them undecipherable to humans.

2023.11.15
venturebeat.com5 min readTLDR AI

INSTRUCTOR

Structured extraction in Python powered by OpenAI’s function calling API.

2023.11.15
github.comGitHub repositoryTLDR AI

Sponsored

AND SO CAN YOU

Anyscale [5] is the company behind the open-source framework called Ray, used by the world’s leading AI teams.

2023.11.14
anyscale.comSponsorTLDR AI

NVIDIA IS LAUNCHING A NEW MUST-HAVE AI-CHIP

Nvidia is launching the HGX H200, an advanced AI chip with significantly more memory bandwidth and capacity than its predecessor, the H100. Availability remains uncertain as Nvidia works with partners for its 2024 release.

2023.11.14
theverge.com2 min readTLDR AI

XBOX PARTNERS WITH INWORLD AI TO BUILD GENERATIVE AI TOOLS FOR GAME DEVELOPMENT

Xbox and Inworld AI are collaborating to create AI-powered tools to help enrich the narrative and character creation elements in game development. The partnership will develop an AI design copilot to assist game designers and an AI character runtime engine for an immersive gaming experience. They anticipate these tools will foster limitless creativity, enhance immersion, and expedite game production.

2023.11.14
inworld.ai4 min readTLDR AI

GENERALIZED BIOMOLECULAR MODELING AND DESIGN WITH ROSETTAFOLD ALL-ATOM

Advances in AI, including AlphaFold, have significantly increased the rate of progress in science. This study presents RoseTTAFold All-Atom, a neural network that can model a wide range of molecules beyond proteins including drugs, vitamins, DNA, and sugars. The authors validate their architecture by fine-tuning it into a diffusion model and experimentally validating new-to-nature molecules designed from minimal prompts across many applications.

2023.11.14
biorxiv.org45 min readTLDR AI

TRAINING LANGUAGE MODELS ON LOW RESOURCE LANGUAGES

This paper introduces FinGPT, a language model trained on Finnish. The researchers who created it found that data repetition with some tricks produced extremely smooth loss curves. This may serve as an easy fix for underrepresented languages on the internet.

2023.11.14
arxiv.org22 min readTLDR AI

OPENGPTS

An open-source project building upon LangChain, LangServe, and LangSmith that offers customizable language models, prompts, tools, vector databases, retrieval algorithms, and chat history databases. It features a sandbox environment, custom actions, and analytics for enhanced user control similar to OpenAI's GPTs.

2023.11.14
github.comGitHub repositoryTLDR AI

ENHANCEMENTS TO LLAMA WITH TAMIL TOKENS

The enhanced LLaMA model now includes 16,000 Tamil tokens, leveraging the LoRA methodology for efficient training. This update, along with new Tamil versions of Alpaca and OpenOrca datasets, has notably improved Tamil text processing, paving the way for future advancements in Indian language AI.

2023.11.14
github.comGitHub repositoryTLDR AI

NVIDIA AND MIT RESEARCHERS IMPROVE HOW HARDWARE HANDLES SPARSITY

Sparse tensors occur when some values of the neural network are zeros. These values can efficiently be skipped. Researchers developed a way to quickly find when values are zero and overload hardware to fit more non-zero values onto a chip at a time.

2023.11.14
news.mit.edu8 min readTLDR AI

AI AND OPEN SOURCE IN 2023

A comprehensive review of the major developments in the AI research, industry, and open-source space that happened in 2023.

2023.11.14
magazine.sebastianraschka.com15 min readTLDR AI

BESTGPTS

Top-ranked OpenAI GPTs.

2023.11.14
github.comGitHub repositoryTLDR AI

ZAPIER AI ACTIONS

Zapier introduced AI Actions, a tool for developers to let any AI platform run Zapier's 20,000+ automation actions. AI Actions works by letting users send natural language commands to the AI platform, which then performs the desired action. The service supports several AI platforms, with simple setup and inherent API integrations.

2023.11.13
actions.zapier.com2 min readTLDR AI

INTRODUCING AI TO FIGJAM

Figma has incorporated AI assistance into FigJam, its digital whiteboard tool, to simplify and enhance design collaborations. Utility-oriented enhancements, like those derived from the AI-powered project Jambot, help users collaborate more effectively on a virtual canvas. Figma’s goal is to broaden the applicability across various user requirements by tapping machine learning capabilities for visual design.

2023.11.13
figma.com3 min readTLDR AI

DEEP DIVE: ADVERSARIAL ATTACKS ON LANGUAGE MODELS

This blog post is about different attacks that are emerging against language model systems. It contains excellent information about different types of attacks and some mitigations that teams have found to be effective.

2023.11.13
lilianweng.github.io24 min readTLDR AI

STYLIZATION OF 3D MESHES USING 2D DIFFUSION MODELS

This research presents the 3DStyle-Diffusion model, a novel approach for detailed stylization of 3D meshes, integrating 2D Diffusion models for added control over appearance and geometry. It works by first parameterizing a 3D mesh's texture into reflectance and lighting, using implicit MLP networks, and then using a pre-trained 2D Diffusion model to align the rendered images with the text prompt and ensure geometric consistency.

2023.11.13
arxiv.org16 min readTLDR AI

Sponsored

BUILDING TRUSTWORTHY AI THROUGH SYSTEMATIC TESTING

Rigorous unit testing for ML models [11] increases trust in your AI/ML systems, and enables deeper insights into model performance in a fraction of the time. Discover how it’s done in this upcoming webinar by Kolena [11]. You’ll learn how to design a model quality management process; standardize test coverage; and deal with robustness, fairness, and

2023.11.13
go.kolena.ioSponsorTLDR AI

HUGGINGFACE ALIGNMENT HANDBOOK

With the recent release of the excellent Zephyr language model, the HuggingFace team showcases how you can train personalized models built on top of the few powerful pre-trained open source models available.

2023.11.13
github.com12 min readTLDR AI

AUDIO SUPER RESOLUTION

Audio super-resolution is the process of increasing the quality and fidelity of any audio, real or synthetic. Most super-resolution systems are task-specific, with single models trained for single audio data types (e.g., speech vs music). This new work is an amazing step forward where a single model can serve to increase the quality of audio across tasks.

2023.11.13
github.comGitHub repositoryTLDR AI

TOOLKIT FOR WEB AGENTS

With the advent of powerful new vision models, many groups are attempting to build agents that use vision to interact with web elements. Tarsier toolkit introduces a standard set of tools (e.g., element tagging). You can use any vision system to understand the web page and take action. It also includes utilities for non-vision language models to browse.

2023.11.13
github.comGitHub repositoryTLDR AI