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How RAG helps Transformers to build customizable Large Language Models: A Comprehensive GuideApplications of RAGRAG’s ve...
03/06/2024

How RAG helps Transformers to build customizable Large Language Models: A Comprehensive Guide

Applications of RAG
RAG’s versatile framework opens up a wide array of applications across different industries:

Customer Support: RAG can be used to create dynamic chatbots that access real-time information to provide accurate and up-to-date responses to customer queries.

Healthcare: In medical diagnostics and information retrieval, RAG can assist by accessing the latest research and clinical guidelines to support healthcare professionals.

Finance: RAG can help financial analysts by retrieving and synthesizing information from various financial reports and news articles to provide comprehensive market insights.

Education: RAG-powered educational tools can offer personalized learning experiences by retrieving relevant study materials and resources tailored to individual students’ needs.

Legal Research: Lawyers and researchers can use RAG to quickly access pertinent legal documents, case laws, and statutes, enhancing their research efficiency.

How RAG helps Transformers to build customizable Large Language Models: A Comprehensive Guide

Single Agent Architectures (SSAs) and Multi-Agent Architectures (MAAs): Achieving Complex Goals, Including Enhanced Reas...
27/04/2024

Single Agent Architectures (SSAs) and Multi-Agent Architectures (MAAs): Achieving Complex Goals, Including Enhanced Reasoning, Planning, and Tool Ex*****on Capabilities

In conclusion, Researchers proposed AI agent architectures to achieve complex goals, including enhanced reasoning, planning, and tool ex*****on capabilities. It consists of (a) Single Agent Architectures (SSAs) and (b) Multi-Agent Architectures (MAAs). Both single and multi-agent patterns perform strongly on various complex tasks involving reasoning and tool ex*****on. Besides, these architectures face challenges with agent evaluation. For example, many research teams introduce their unique agent benchmarks alongside their agent implementation, which makes comparing multiple agent implementations on the same benchmark challenging.

Single Agent Architectures (SSAs) and Multi-Agent Architectures (MAAs): Achieving Complex Goals, Including Enhanced Reasoning, Planning, and Tool Ex*****on Capabilities

On April 2nd - at SRM institute - on Gen AI and it's impact in research and engineering. Inaugural speech
11/04/2024

On April 2nd - at SRM institute - on Gen AI and it's impact in research and engineering. Inaugural speech

April 2nd at IIT Madras research park - Gen AI tools lecture session 1
06/04/2024

April 2nd at IIT Madras research park - Gen AI tools lecture session 1

Nvidia's Jensen Huang said he uses Perplexity AI "almost every day."AMD CEO Lisa Su said she uses Microsoft's Copilot to...
01/04/2024

Nvidia's Jensen Huang said he uses Perplexity AI "almost every day."

AMD CEO Lisa Su said she uses Microsoft's Copilot to "summarize meetings" and "track actions."

Microsoft CEO Satya Nadella said his favorite way to use ChatGPT is to explain German philosophy and Persian poetry.

Venture capitalist Vinod Khosla said he used ChatGPT to write a rap for his daughter's wedding.

CEO and cofounder of OpenAI Sam Altman said he uses his company's chatbot for translation and writing.

Sundar Pichai, CEO of Google, said he used a language model to talk to the planet Pluto with his son.

Billionaire investor Warren Buffet said he used ChatGPT to translate the Frank Sinatra song 'My Way' into Spanish.

Meta CEO Mark Zuckerberg built a personal AI assistant called "Jarvis" to manage different parts of his home.

Tim Cook, CEO of Apple, said he uses ChatGPT in his personal life

Some of the world's most influential business leaders have been incorporating AI into their lives. Here's how CEOs from Meta and Google use the tech.

Gen AI use case value and feasibility captured for banking. Gartner
28/03/2024

Gen AI use case value and feasibility captured for banking. Gartner

Outstanding panel. Awesome discussion. I am at awe at all the panelists.. particularly with Priya(amvada) Natarajan.. he...
28/03/2024

Outstanding panel. Awesome discussion. I am at awe at all the panelists.. particularly with Priya(amvada) Natarajan.. her in depth knowledge to reconcile the mysterious black matter, black energy and black holes.

A bit long lecture. Every second worth it. 👍👍

How did the earliest galaxies form, and what implications does that have for fundamental laws of physics? Join Neil deGrasse Tyson, the Frederick P. Rose Dir...

The semiconductor revolution, exemplified by the Blackwell GPU, Cerebras wafer-scale engine chip, and EnCharge analog ch...
28/03/2024

The semiconductor revolution, exemplified by the Blackwell GPU, Cerebras wafer-scale engine chip, and EnCharge analog chip, is ushering in a new era of computing that promises to transform our world in profound ways. As we marvel at the incredible capabilities of these innovative chips, we must also recognize the importance of responsible innovation and collaborative efforts to ensure that the benefits of this revolution are shared by all. The future of computing is bright, and these three chips are lighting the way forward.

The semiconductor industry is witnessing a transformative era with the introduction of three groundbreaking chips. These chips are not mere incremental

Useful for enterprises Our case studies, based on our growing global community of over 3,000 GenAI practitioners, point ...
24/03/2024

Useful for enterprises

Our case studies, based on our growing global community of over 3,000 GenAI practitioners, point to a new category of work, more precise and actionable than “knowledge work.” We call it WINS Work: the places where tasks, functions, possibly your entire company or industry are dependent on the manipulation and interpretation of Words, Images, Numbers, and Sounds (WINS). Heart surgeons and chefs are knowledge workers but not WINS workers. Software programmers, accountants, and marketing professionals are WINS workers.

Companies are struggling with where to start with generative AI. The authors’ case studies, based on their growing global community of over 3,000 GenAI practitioners, point to a new category of work, more precise and actionable than “knowledge work.” They call it WINS Work — the places where...

24/03/2024

As AI continues to evolve, its impact on all facets of society will only intensify. There, of course, remain a lot of red flags around the tech, but as the 15 companies below show, it’s also already demonstrated some incredible capabilities.

1. PERPLEXITY
For finding the answer to the web search’s problems

2. VIZ.AI
For giving doctors superpowers when diagnosing patients

3. GOOGLE DEEPMIND
For illuminating the secrets of the genome

4. SALESFORCE
For arming AI apps with secure corporate data

5. CASETEXT, PART OF THOMSON REUTERS
For assigning every attorney an AI co-counsel

6. INTERPLAY LEARNING
For helping a new generation train for the trades

7. BIDGELY
For managing utility power consumption

8. AMP
For seeing a major pain point in recycling

9. INDEED
For letting AI crank out job descriptions

10. JOHNS HOPKINS UNIVERSITY APPLIED PHYSICS LABORATORY
For discovering climate “tipping points”

11. FIGMA
For keeping design teams in the zone

12. METAPHYSIC.AI
For providing a safe space for actors’ digital selves

13. SEEKR
For keeping an ear out for misinformation and vitriol

14. LIVEPERSON
For replacing hold music with AI voice chat

15. NAVAN
For taking some of the pain out of filing expense reports

There’s generative AI, of course, which is being built atop the chips and platforms of this year’s No. 1 company, Nvidia...
24/03/2024

There’s generative AI, of course, which is being built atop the chips and platforms of this year’s No. 1 company, Nvidia, and popularized by the likes of OpenAI and Microsoft. Emerging AI companies are also making their mark, whether that’s by managing the risks around the technology (Credo AI) or creating an entirely new way to search the web (Perplexity). But the science fiction made real doesn’t stop there. Over the past year, Vertex Pharmaceuticals brought the first CRISPR-Cas9 gene-editing treatment to market, KinetX helped navigate a spacecraft on a 4.4 billion-mile mission to land on an asteroid and return home, and Climeworks used direct air capture to scrub carbon from the atmosphere. Not-for-profit 4 Day Week Global, meanwhile, has done the seemingly impossible: convince companies around the world to adopt a shorter workweek. While new technologies fuel innovation, our rankings of the World’s 50 Most Innovative Companies—and the 58 lists that chronicle forward-looking organizations in sectors from advertising to video—showcase deeply human stories. Taylor Swift Productions, Beyoncé’s Parkwood Entertainment, Sphere Entertainment, and Mattel have demonstrated the power of collective, in-person experiences. The National Women’s Soccer League is taking sports fandom to new levels. The United Auto Workers is pushing companies to center labor even as they pursue innovation. And everywhere, companies are finding new ways to connect to culture and delight consumers, from Taco Bell and J.M. Smucker’s embrace of playful foods to Chess.com’s efforts to turn a centuries-old game into must-see reality TV. The challenges facing business and the planet are immense, but the process of selecting these winners gave us optimism.

https://www.fastcompany.com/most-innovative-companies/list

Fast Company's 2024 ranking of the World's Most Innovative Companies features Nvidia at No. 1 and covers 58 industries, from advertising, beauty, and retail to enterprise technology, design, and social impact.

Let’s begin the lecture by exploring various examples of LLM agents. While the topic is widely discussed, few are active...
21/03/2024

Let’s begin the lecture by exploring various examples of LLM agents. While the topic is widely discussed, few are actively utilizing agents; often, what we perceive as agents are simply large language models. Let’s consider such a simple task as searching for football game results and saving them as a CSV file.

First-order principles of brain structure for AI assistants

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