Fri.May 17, 2024

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Deploying Machine Learning Models at Scale: Strategies for Efficient Production

insideBIGDATA

In this contributed article, freelance writer Ainsley Lawrence briefly explores deploying machine learning models, showing you how to manage multiple models, establish robust monitoring protocols, and efficiently prepare to scale.

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Mastering Python: 7 Strategies for Writing Clear, Organized, and Efficient Code

KDnuggets

Optimize Your Python Workflow: Proven Techniques for Crafting Production-Ready Code

Python 367
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6 Free Courses on MLOps Offered by Google

Analytics Vidhya

Introduction Do you know, that you can automate machine learning (ML) deployments and workflow? Yes, you heard it right. This can be done using Machine Learning Operations (MLOps), which are a set of rules and practices that simplify and automate ML deployments and workflows. Nowadays people are building AI and ML solutions that are solving […] The post 6 Free Courses on MLOps Offered by Google appeared first on Analytics Vidhya.

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Knocking The Socks Off The FinOps Paradox

Adrian Bridgwater for Forbes

We can now use FinOps to more directly assess (and control) the cost of cloud, but while FinOps adoption is massive, its impact remains elusive.

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What’s New in Apache Airflow® 3.0—And How Will It Reshape Your Data Workflows?

Speaker: Tamara Fingerlin, Developer Advocate

Apache Airflow® 3.0, the most anticipated Airflow release yet, officially launched this April. As the de facto standard for data orchestration, Airflow is trusted by over 77,000 organizations to power everything from advanced analytics to production AI and MLOps. With the 3.0 release, the top-requested features from the community were delivered, including a revamped UI for easier navigation, stronger security, and greater flexibility to run tasks anywhere at any time.

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Sequence-to-Sequence Models for Language Translation

Analytics Vidhya

Introduction In natural language processing (NLP), sequence-to-sequence (seq2seq) models have emerged as a powerful and versatile neural network architecture. These models excel at various complex tasks such as machine translation, text summarization, and dialogue systems, fundamentally transforming how machines understand and generate human language.

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Short and Fun Courses to Get You Up to Speed About Generative AI

KDnuggets

Want to understand what Generative AI is and its impact on our future?

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Exploring the world’s first ever AI software engineer: Devin AI

Data Science Dojo

Generative AI has reshaped the digital landscape with smarter tools working more efficiently than ever before. AI-powered tools have impacted various industries like finance, healthcare, marketing, and others. While it has transitioned all areas, the field of engineering is not unaffected. The engineering world has experienced a new boost with the creation of the first-ever AI software engineer, thanks to Cognition AI.

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12 Best AI Travel Planner Tools for Your Next Trip

Analytics Vidhya

Introduction Arranging a vacation may be a thrilling and daunting task. The details, which range from selecting the ideal location to scheduling travel and lodging, may quickly become overwhelming. Thankfully, advances in artificial intelligence (AI) have transformed travel planning with technologies that allow you to customize and expedite every part of your trip.

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Introduction to USDT: Understanding Tether and its role in the cryptocurrency market

Dataconomy

Navigating the cryptocurrency market without understanding USDT is like sailing without a compass, it’s a foundational tool indispensable for orientation. USDT, or Tether, is a stable form of protection in the often wild seas of cryptocurrency volatility, as it maintains a steady value tied to the US dollar. USDT plays a pivotal role in facilitating trading and fostering market stability by offering a bridge between traditional fiat currencies and digital assets.

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8 Wild Demos of Google’s AI Agents

Analytics Vidhya

Introduction Google has introduced new features at Google I/O 2024, leveraging advanced AI to streamline tasks and improve productivity. These include organizing receipts, returning online orders, simplifying email threads, and planning personalized trips. Google’s AI Agent integration into Google Search enhances research capabilities, while Gemini and Chrome enable secure browsing.

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Agent Tooling: Connecting AI to Your Tools, Systems & Data

Speaker: Alex Salazar, CEO & Co-Founder @ Arcade | Nate Barbettini, Founding Engineer @ Arcade | Tony Karrer, Founder & CTO @ Aggregage

There’s a lot of noise surrounding the ability of AI agents to connect to your tools, systems and data. But building an AI application into a reliable, secure workflow agent isn’t as simple as plugging in an API. As an engineering leader, it can be challenging to make sense of this evolving landscape, but agent tooling provides such high value that it’s critical we figure out how to move forward.

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ChatGPT can talk, but OpenAI employees sure can’t 

Hacker News

Sam Altman (left), CEO of artificial intelligence company OpenAI, and the company’s co-founder and then-chief scientist Ilya Sutskever, speak together at Tel Aviv University in Tel Aviv on June 5, 2023. | Jack Guez/AFP via Getty Images Why is OpenAI’s superintelligence team imploding? On Monday, OpenAI announced exciting new product news: ChatGPT can now talk like a human.

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Transforming PDF Images into Interactive Dialogues with AI

Analytics Vidhya

Introduction In our digital era, where information is predominantly shared through electronic formats, PDFs serve as a crucial medium. However, the data within them, especially images, often remain underutilized due to format constraints. This blog post introduces a pioneering approach that liberates and not only liberates but also maximizes the utility of data from PDFs. […] The post Transforming PDF Images into Interactive Dialogues with AI appeared first on Analytics Vidhya.

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OpenAI's Long-Term AI Risk Team Has Disbanded

Hacker News

The entire OpenAI team focused on the existential dangers of AI has either resigned or been absorbed into other research groups, WIRED has confirmed.

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Introducing the Frontier Safety Framework

DeepMind

Our approach to analyzing and mitigating future risks posed by advanced AI models

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How to Modernize Manufacturing Without Losing Control

Speaker: Andrew Skoog, Founder of MachinistX & President of Hexis Representatives

Manufacturing is evolving, and the right technology can empower—not replace—your workforce. Smart automation and AI-driven software are revolutionizing decision-making, optimizing processes, and improving efficiency. But how do you implement these tools with confidence and ensure they complement human expertise rather than override it? Join industry expert Andrew Skoog as he explores how manufacturers can leverage automation to enhance operations, streamline workflows, and make smarter, data-dri

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Confronting Another Axis? History, Humility, and Wishful Thinking

Hacker News

Drawing on his extensive experience as a historian and diplomat, Philip Zelikow warns that the United States faces an exceptionally volatile time in global politics and that the period of maximum danger might be in the next one to three years. He highlights lessons from the anti-American partnerships developed by the Axis powers in World War II and Moscow and Beijing during the early Cold War.

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Building Generative AI prompt chaining workflows with human in the loop

AWS Machine Learning Blog

Generative AI is a type of artificial intelligence (AI) that can be used to create new content, including conversations, stories, images, videos, and music. Like all AI, generative AI works by using machine learning models—very large models that are pretrained on vast amounts of data called foundation models (FMs). FMs are trained on a broad spectrum of generalized and unlabeled data.

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Is the move to electric cars running out of power?

Hacker News

There has been an unexpected slowdown in sales of electric cars. Could this be more than a blip?

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Visualize This (2nd ed.): Finding the Best Visualization Tools

FlowingData

There are a lot of tools to visualize data. Some are visualization-specific. Some are tools that let you make charts but are focused on other data things. New apps come out with new features that promise new things. This can make it tricky to find the best visualization tool. Also, the “best” depends on what you want to visualize and how you want to do it.

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Automation, Evolved: Your New Playbook for Smarter Knowledge Work

Speaker: Frank Taliano

Documents are the backbone of enterprise operations, but they are also a common source of inefficiency. From buried insights to manual handoffs, document-based workflows can quietly stall decision-making and drain resources. For large, complex organizations, legacy systems and siloed processes create friction that AI is uniquely positioned to resolve.

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The Beauty of Concrete

Hacker News

Why are buildings today drab and simple, while buildings of the past were ornate and elaborately ornamented? The answer is not the cost of labor.

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Mixtral 8x22B is now available in Amazon SageMaker JumpStart

AWS Machine Learning Blog

Today, we are excited to announce the Mixtral-8x22B large language model (LLM), developed by Mistral AI , is available for customers through Amazon SageMaker JumpStart to deploy with one click for running inference. You can try out this model with SageMaker JumpStart, a machine learning (ML) hub that provides access to algorithms and models so you can quickly get started with ML.

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Many Searchers Want to Turn Off Google AI Overviews

Hacker News

There are many searchers who have been using Google daily that are heading to the Google Web Search Help forums to ask how they can turn off the new AI Overviews within the Google Search results. As you know, AI Overviews started to roll out on Tuesday and some searchers simply do not want it.

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Shifting to batteries for electricity

FlowingData

To capture solar energy for use in the evening, batteries have grown in popularity over the last few years, especially in California. For the New York Times, Brad Plumer and Nadja Popovich show the shift with a pair of stacked area charts. Five years ago, these pair of charts would have been a single animated one.

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How to Achieve High-Accuracy Results When Using LLMs

Speaker: Ben Epstein, Stealth Founder & CTO | Tony Karrer, Founder & CTO, Aggregage

When tasked with building a fundamentally new product line with deeper insights than previously achievable for a high-value client, Ben Epstein and his team faced a significant challenge: how to harness LLMs to produce consistent, high-accuracy outputs at scale. In this new session, Ben will share how he and his team engineered a system (based on proven software engineering approaches) that employs reproducible test variations (via temperature 0 and fixed seeds), and enables non-LLM evaluation m

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DNA confirms there IS a big cat roaming the British countryside

Hacker News

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Ethical AI: Tackling bias and ensuring fairness in machine learning algorithms

Dataconomy

One of the most recognizable trends of the early years of the 21st century has been the spread and application of AI (Artificial Intelligence) within many professional areas. The data analysis, pattern recognition, and decision-making functionalities in AI have produced remarkable efficiencies and ideas. However, ethical concerns have risen to dominate as these artificial intelligence systems including machine learning algorithms penetrate our daily lives.

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Tornado Cash Developer Found Guilty of Laundering $1.2B of Crypto

Hacker News

Alexey Pertsev, cofounder of the crypto-anonymizing tool, has been sentenced to more than five years behind bars.

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Achieving cloud excellence and efficiency with cloud maturity models

IBM Journey to AI blog

Business leaders worldwide are asking their teams the same question: “Are we using the cloud effectively?” This quandary often comes with an accompanying worry: “Are we spending too much money on cloud computing?” Given the statistics—82% of surveyed respondents in a 2023 Statista study cited managing cloud spend as a significant challenge—it’s a legitimate concern.

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Maximizing Profit and Productivity: The New Era of AI-Powered Accounting

Speaker: Yohan Lobo and Dennis Street

In the accounting world, staying ahead means embracing the tools that allow you to work smarter, not harder. Outdated processes and disconnected systems can hold your organization back, but the right technologies can help you streamline operations, boost productivity, and improve client delivery. Dive into the strategies and innovations transforming accounting practices.

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First proof that "plunging regions" exist around black holes in space

Hacker News

An international team led by researchers at Oxford University Physics have proved Einstein was correct about a key prediction concerning black holes.

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Driving Data Governance: The Role of Data Strategy and Data Literacy Programs

Dataversity

In today’s data-driven world, organizations face increasing pressure to manage and govern their data assets effectively. Data governance plays a crucial role in ensuring that data is managed responsibly, securely, and in accordance with regulatory requirements. One key component and driver of successful data governance is the implementation of a robust data strategy coupled with […] The post Driving Data Governance: The Role of Data Strategy and Data Literacy Programs appeared first on DAT

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The Delta Emulator is changing its logo after Adobe threatened it

Hacker News

Greek vs. Roman.

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A new era in BI: Overcoming low adoption to make smart decisions accessible for all

IBM Journey to AI blog

Organizations today are both empowered and overwhelmed by data. This paradox lies at the heart of modern business strategy: while there’s an unprecedented amount of data available, unlocking actionable insights requires more than access to numbers. The push to enhance productivity, use resources wisely, and boost sustainability through data-driven decision-making is stronger than ever.

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The 2nd Generation of Innovation Management: A Survival Guide

Speaker: Chris Townsend, VP of Product Marketing, Wellspring

Over the past decade, companies have embraced innovation with enthusiasm—Chief Innovation Officers have been hired, and in-house incubators, accelerators, and co-creation labs have been launched. CEOs have spoken with passion about “making everyone an innovator” and the need “to disrupt our own business.” But after years of experimentation, senior leaders are asking: Is this still just an experiment, or are we in it for the long haul?