RAG models

Sampling for Text Generation

Sampling for Text Generation

ML models are probabilistic. Imagine that you want to know what’s the best cuisine in the world. If you ask someone this question twice, a minute apart, their answers both times should be the same. If you ask a model the same question twice, its answer can change. If the model thinks that Vietnamese cuisine has a 70% chance of being the best cuisine and Italian cuisine has a 30% chance, it’ll answer “Vietnamese” 70% of the time, and “Italian” 30%. This probabilistic nature makes AI great for creative tasks. What is creativity but the ability to explore beyond the…
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Drivers Are Rising Up Against Uber’s ‘Opaque’ Pay System

Drivers Are Rising Up Against Uber’s ‘Opaque’ Pay System

On Wednesday morning a small group of people huddled over their phones at the foot of the giant glass skyscraper that houses Uber’s London headquarters. They were running an experiment in an attempt to solve one of the greatest mysteries in the platform economy right now: How Uber’s algorithm calculates driver pay.Beneath flags and banners calling on Uber to “Stop Dynamic Pricing,” one driver ordered a ride, acting as a customer to Heathrow Airport, and received a quote for £46. Seconds later, the job pinged up on the phone of a fellow protester, who had told the app he was…
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RFK Jr. joins the meme-stock crowd — and plows $24,000 into GameStop in a show of support

RFK Jr. joins the meme-stock crowd — and plows $24,000 into GameStop in a show of support

Robert F. Kennedy Jr. has joined the meme-stock movement — and shown he's serious by investing in GameStop.The political scion and presidential candidate threw his lot in with the "apes" in a X post this week and cheered on the retail investors seeking to level the playing field by reining in Wall Street. Kennedy also endorsed their calls for market transparency, stricter regulation and harsher penalties for bad behavior. "My administration will support the Ape retail rebellion and enact aggressive Wall Street reforms," he said.I’m very aware of what the average retail investor has been saying about the need for…
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The Goldilocks Scenario Every VC Is Hoping For 

The Goldilocks Scenario Every VC Is Hoping For 

Over the past few years, we’ve witnessed the meteoric top of the venture and startup markets where valuations were through the roof, investors were competing with each other on speed (instead of due diligence), founders were exclusively focused on raising the next round, and startups had an almost unlimited source of capital to pursue growth at all costs. Those days ended with a series of significant blows to the ecosystem including the Silicon Valley Bank collapse, global wars and rising interest rates. Now the industry has settled into a new, healthy normal where valuations have returned to reasonable levels, only…
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Predictive Human Preference: From Model Ranking to Model Routing

Predictive Human Preference: From Model Ranking to Model Routing

A challenge of building AI applications is choosing which model to use. What if we don’t have to? What if we can predict the best model for any prompt? Predictive human preference aims to predict which model users might prefer for a specific query. Table of contents Ranking Models Using Human Preference…. How Preferential Ranking Works…. Correctness of Chatbot Arena Ranking…….. Eval data…….. ResultsPredicting Human Preference For Each Prompt…. Experiment setup…. Experiment results…….. Domain-specific and query-specific leaderboardsConclusion Human preference has emerged to be both the Northstar and a powerful tool for AI model development. Human preference guides post-training techniques including…
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Inside the Pod: A Guide to Launching a Successful One-person Company

Inside the Pod: A Guide to Launching a Successful One-person Company

Thank you to everyone who is watching or listening to my podcast, How Do You Use ChatGPT? If you want to see a collection of all of the prompts and responses in one place, Every contributor Rhea Purohit is breaking them down for you to replicate. Let us know in the comments if you find these guides useful. —Dan ShipperWas this newsletter forwarded to you? Sign up to get it in your inbox.In the first week of April, I came face-to-face with the part of being a freelancer I hate the most: tax season.The idea of wading through invoices, account…
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Local Coworking Spaces Thrive Where WeWork Dared Not Go

Local Coworking Spaces Thrive Where WeWork Dared Not Go

The white colonial revival church with its high steeple adds an idyllic architectural touch to the affluent town of Huntington, a Long Island suburb of New York City. But a sign grabs the eye from the road: “Coworking space,” it says. “Kind of like a WeWork. Was a church, but not anymore.”The former church may have been leveled and replaced with condos, had Michael Hartofilis not bought it and repurposed it as a coworking venue called Main Space that opened earlier this year. What was once a sanctuary with a high ceiling has been split into two floors of coworking…
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How to use Google Slides, Google’s free slideshow presentation maker

How to use Google Slides, Google’s free slideshow presentation maker

Google Slides is a presentation program that's part of Google Workspace, a group of productivity apps that also includes Gmail, Google Sheets, Goole Docs, Google Meet, and more. Workspace has more than 3 billion users worldwide. With Google Slides, users can create, present, and collaborate via online presentations from various devices. You can present during Google Meet calls directly from Slides and embed charts from Google Sheets. You can also add YouTube videos to Slides presentations. Google recently announced plans to add artificial intelligence features like its Gemini AI tool to its Workspace programs, which include Slides. Users will be able to use…
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