Tech Layoffs: US Companies With Job Cuts In and 2023 and 2024

Tech Layoffs: US Companies With Job Cuts In and 2023 and 2024

US Tech Layoffs Continue With More Total Closures Reported, Yet Another Google Cut, And Even AI Shedding Workers The past couple of weeks were hard on U.S. tech workers — as well as their employers — with shutdowns reported in the healthcare, consumer goods and fintech sectors.  Even retail behemoth Walmart joined this layoffs tracker this week with a report that the Bentonville, Arkansas-based company is requiring workers in its Dallas and Atlanta tech hubs to either relocate or face layoffs. It’s not clear how many workers will ultimately be affected by the decision. It was the gaming and human…
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RAGE Against the Machine: Retrieval-Augmented LLM Explanations

RAGE Against the Machine: Retrieval-Augmented LLM Explanations

arXiv:2405.13000v1 Announce Type: new Abstract: This paper demonstrates RAGE, an interactive tool for explaining Large Language Models (LLMs) augmented with retrieval capabilities; i.e., able to query external sources and pull relevant information into their input context. Our explanations are counterfactual in the sense that they identify parts of the input context that, when removed, change the answer to the question posed to the LLM. RAGE includes pruning methods to navigate the vast space of possible explanations, allowing users to view the provenance of the produced answers. Source link lol
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The AI Revolution Will Not Be Monopolized: How open-source beats economies of scale, even for LLMs

The AI Revolution Will Not Be Monopolized: How open-source beats economies of scale, even for LLMs

With the latest advancements in Natural Language Processing and Large Language Models (LLMs), and big companies like OpenAI dominating the space, many people wonder: Are we heading further into a black box era with larger and larger models, obscured behind APIs controlled by big tech monopolies? I don’t think so, and in this talk, I’ll show you why. I’ll dive deeper into the open-source model ecosystem, some common misconceptions about use cases for LLMs in industry, practical real-world examples and how basic principles of software development such as modularity, testability and flexibility still apply. LLMs are a great new tool…
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Research Papers in Nov 2023: Tackling Hallucinations, Boosting Reasoning Abilities, and New Insights into the Transformer Architecture

Research Papers in Nov 2023: Tackling Hallucinations, Boosting Reasoning Abilities, and New Insights into the Transformer Architecture

This month, I want to focus on three papers that address three distinct problem categories of Large Language Models (LLMs): Reducing hallucinations.Enhancing the reasoning capabilities of small, openly available models.Deepening our understanding of, and potentially simplifying, the transformer architecture.Reducing hallucinations is important because, while LLMs like GPT-4 are widely used for knowledge generation, they can still produce plausible yet inaccurate information.Improving the reasoning capabilities of smaller models is also important. Right now, ChatGPT & GPT-4 (vs. private or personal LLMs) are still our go-to when it comes to many tasks. Enhancing the reasoning abilities of these smaller models is one…
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The Onion’s Take on OpenAI’s Scarlett Johansson Disaster Is Pretty Much Perfect

The Onion’s Take on OpenAI’s Scarlett Johansson Disaster Is Pretty Much Perfect

Bravo.Stupid SimulacrumThe accusations that Scarlett Johansson has leveled against OpenAI have launched a storm of controversy, turning the ChatGPT creator into a near-pariah overnight for its alleged copying of the actress's voice without her permission.There's already plenty of good writing out there on how the incident encapsulates the AI industry's arrogance and its astounding lack of integrity. But leave it to The Onion, of course, to perfectly sum up the ridiculousness of this whole thing in just one satirical headline."Jerky, 7-Fingered Scarlett Johansson Appears In Video To Express Full-Fledged Approval Of OpenAI," it reads."'It is me, Scar Johnson, to express to…
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The third New England RLHF Hackers Hackathon

The third New England RLHF Hackers Hackathon

At the third New England RLHF Hackathon, several interesting projects were showcased, each focusing on different aspects of machine learning and reinforcement learning. Participants and those interested in future events are encouraged to join the Discord community for more information and updates. Join the discord community The highlighted projects include: Pink Elephants Pt 3 (Authors: Sid Verma, Louis Castricato): This project aimed to train a pink elephant model via ILQL (Inverse Learning from Q-learning), using the standard trlX implementation. The team faced challenges in finding optimal hyperparameters and proposed future research that includes more nuanced reward shaping and combining different…
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FasterViT for Image Classification

FasterViT for Image Classification

FasterViT is a family of Vision Transformer models that is both fast and provides better accuracy than other ViT models. It combines the local representation learning of CNNs and the global learning properties of ViTs. In this article, we will cover the FasterViT model for image classification. Figure 1. FasterViT architecture, throughput, and benchmark on ImageNet1K. We will go through image inference using the pretrained network along with a brief of its architectural components. Furthermore, we will also fine-tune a FasterViT model for image classification. We will cover the following topics in this article We will start with a discussion…
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Language Modeling Reading List (to Start Your Paper Club)

Language Modeling Reading List (to Start Your Paper Club)

Some friends and I started a weekly paper club to read and discuss fundamental papers in language modeling. By pooling together our shared knowledge, experience, and questions, we learned more as a group than we could have individually. To encourage others to do the same, here’s the list of papers we covered, and a one-sentence summary for each. I’ll update this list with new papers as we discuss them. (Also, why and how to read papers .) Attention Is All You Need: Query, Key, and Value are all you need* (*Also position embeddings, multiple heads, feed-forward layers, skip-connections, etc.) GPT:…
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Scarlett Johansson’s OpenAI Feud Makes Her an Uncanny Folk Hero

Scarlett Johansson’s OpenAI Feud Makes Her an Uncanny Folk Hero

There is a distinct moment in the Marvel Cinematic Universe when Black Widow became a hero for the everyfan. It happens early in 2012’s The Avengers: She’s tied to a chair. Agent Coulson calls. A nondescript military leader who has been interrogating her hands her the phone. Coulson explains that S.H.I.E.L.D. needs to pull her out of the field. She kicks her questioner in the shin, smashes the chair she’s tied to, takes out three dudes, grabs her heels, and leaves.The Avengers went on to make $1.5 billion globally and catapulted nearly everyone in it to superstardom, even the actors…
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AI at the crossroads of cybersecurity, space and national security in the digital age

AI at the crossroads of cybersecurity, space and national security in the digital age

Technological prowess, especially regarding humanity’s increased presence in space, is increasingly becoming the linchpin of global competitiveness and national security. There, new opportunities to integrate AI are accompanied by a new generation of risks. Artificial intelligence in particular plays a crucial role in democratizing access to space exploration and research, opening it to many beyond just governmental space agencies, as evidenced by the large number of commercially financed and operated space launches over the last five years. As launch companies adopt AI-enabled autonomous flight safety systems, Space Launch Delta 45 is saving on mission control chairs and looping out about…
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