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BITE-SIZED INTERACTIVE LESSONS

It’s pretty clear that AI is going to eat the world. Are you ready for it? With Brilliant [https://brilliant.org/tldrai/], you can master and practice AI concepts in just 15 minutes a day

2023.03.08
brilliant.orgSponsorTLDR AI

SGD IN SQL

Looking to reduce MLOps complexity? Just write everything in your database! This fun little post takes this idea to the limit and writes gradient calculations in SQL.

2023.03.08
maxhalford.github.io13 min readTLDR AI

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YOU’VE BEEN LOOKING FOR

Need an easy-to-use crypto wallet with top-level security and a sophisticated feature set? 1inch [https://1inch.network/TLDR] is fast, secure, and versatile. Whatever operations with crypto assets you would like to perform on your mobile device, 1inch offers you the most convenient way

2023.03.08
1inch.networkSponsorTLDR Crypto

2023.03.08
threadreaderapp.com6 min readTLDR Crypto

RUX (F MINUTE READ)

Rux is a tool that allows users to write HTML tags in Ruby code. It is based on JSX and compatible with Rails through the use of the rux-rails gem. The flexibility of rux means that any valid Ruby statements can be used with it. It supports unlimited embedding, but excessive use is not recommended.

2023.03.07
github.comTLDR

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2023.03.07
go.snyk.ioSponsorTLDR

A PRIVACY HERO'S FINAL WISH: AN INSTITUTE TO REDIRECT AI'S FUTURE

Peter Eckersley was a web encryption pioneer. The AI Objectives Institute (AOI), has taken on Eckersley's work to redirect the future of artificial intelligence away from destructive forces. Eckersley envisioned AOI as a hub for major AI labs to come together and incubate ideas that actively contribute to human flourishing. AI has the potential to amplify existing global issues such as environmental destruction, exploitation of the poor, and rampant nationalism. Rather than attempting to restrict AI's progress, AOI aims to steer AI towards a better future by channeling its efforts to help alleviate current global issues.

2023.03.07
archive.ph4 min readTLDR

MICROSOFT LAUNCHES COPILOT

Microsoft, having brought artificial intelligence to its battle with Google over search, is now turning to the latest AI technology to catch up with rivals in the corporate applications market such as Oracle, Salesforce, and SAP. Microsoft’s new AI “copilot” will help answer customer calls, summarize sales meetings, and generate marketing pitches.

2023.03.07
archive.ph4 min readTLDR AI

HUMAN MOTION DIFFUSION AS A GENERATIVE PRIOR

The paper proposes a method to address the low availability of data in motion generation tasks by using a pre-trained diffusion-based model as a generative prior. The method includes a zero-shot setting that generates long animations with controlled transitions, a few-shot setting that generates two-person interaction, and a fine-tuning setting that enables fine-grained control and editing. The proposed method outperforms state-of-the-art approaches in quality scores and interaction levels in a user study.

2023.03.07
priormdm.github.io4 min readTLDR AI

IN-CONTEXT INSTRUCTION LEARNING

The paper presents a new approach to instruction learning called In-Context Instruction Learning (ICIL) that significantly improves the zero-shot task generalization performance of Large Language Models (LLMs). While previous approaches to instruction learning have been predominantly fine-tuning based, ICIL uses a single fixed prompt to evaluate all tasks, resulting in a 9.3% improvement in performance for the most powerful instruction-fine-tuned baseline. ICIL is shown to be complementary to instruction-based fine-tuning, making it a promising approach for improving zero-shot task generalization for LLMs.

2023.03.07
arxiv.org20 min readTLDR AI

STYLIZE YOUR FACE IN ONLY ONE-SHOT

The paper presents StyO, a new model for one-shot face stylization that combines content and style attributes from input images using disentanglement and recombination strategies. The model uses latent diffusion models and consists of two modules: Identifier Disentanglement Learner (IDL) and Fine-grained Content Controller (FCC). Evaluation results show that StyO outperforms current state-of-the-art methods in producing high-quality stylized face images.

2023.03.07
arxiv.org15 min readTLDR AI

FASTER MODEL INIT ON GPU

Loading language models to GPUs can be painfully slow, potentially minutes long. This is because they tend to load all the weights onto the CPU before transferring them to the GPU. Instead of this process, you can write an initialization context manager which puts the weights directly on the GPU - leading to pretty dramatic savings.

2023.03.07
lernapparat.de7 min readTLDR AI

AN OPEN-SOURCE FRAMEWORK FOR IN-CONTEXT LEARNING

The authors introduce OpenICL, an open-source toolkit that facilitates In-Context Learning (ICL) and Large Language Model (LLM) evaluation. ICL is a new paradigm for LLM evaluation that adapts pre-trained models to unseen tasks without parameter updates. OpenICL provides a flexible architecture that users can easily combine with different components to meet their requirements. The toolkit also includes various state-of-the-art retrieval and inference methods, making it an efficient and robust tool for LLM evaluation on a wide range of Natural Language Processing (NLP) tasks.

2023.03.07
github.comGitHub repositoryTLDR AI

WORDS AS IMAGE - SEMANTIC TYPOGRAPHY

Semantic Typography is where letters in a word are shaped in such a way to reflect the meaning of the word. So the A in Paris might look like the Eiffel tower. This is typically a very labor intensive process. However, using a differentiable renderer and a strong text-to-image prior, it is now feasible to automate some of this process. A delightful piece of work with fun visual examples included.

2023.03.07
wordasimage.github.io6 min readTLDR AI

LLAMA INT8

LLaMA int8 is a fork of the LLaMA code that runs LLaMA-13B comfortably within 24 GiB of RAM.

2023.03.07
github.comGitHub repositoryTLDR AI