Wed.Jul 24, 2024

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Business Leaders Must Prioritize Data Quality to Ensure Lasting AI Implementation

insideBIGDATA

In this contributed article, Subbiah Muthiah, CTO of Emerging Technologies at Qualitest, takes a deep dive into how raw data can throw specialized AI into disarray. While raw data has its uses, properly processed data is vital to the success of niche AI. Industries such as medical, legal, and pharma require data that is contextualized, categorized, and verified.

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Meta Llama 3.1: Latest Open-Source AI Model Takes on GPT-4o mini

Analytics Vidhya

Introduction The year 2024 is turning out to be one of the best years in terms of progress on Generative AI. Just last week, we had Open AI launch GPT-4o mini, and just yesterday (23rd July 2024), we had Meta launch Llama 3.1, which has yet again taken the world by storm. What could be […] The post Meta Llama 3.1: Latest Open-Source AI Model Takes on GPT-4o mini appeared first on Analytics Vidhya.

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MIT News: How to Assess a General-purpose AI Model’s Reliability Before It’s Deployed

insideBIGDATA

Researchers from MIT and the MIT-IBM Watson AI Lab developed a technique to estimate the reliability of foundation models before they are deployed to a specific task. They do this by considering a set of foundation models that are slightly different from one another. Then they use their algorithm to assess the consistency of the representations each model learns about the same test data point.

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Top 11 AI Tools to Replace SEO Agencies

Analytics Vidhya

Introduction Search engine optimization (SEO) has been impacted by the significant changes brought about by AI growth in many different areas. As businesses strive to improve their online presence and achieve higher search engine rankings, AI emerges as a game-changer, offering innovative solutions to streamline and enhance SEO practices. From automating mundane tasks to providing […] The post Top 11 AI Tools to Replace SEO Agencies appeared first on Analytics Vidhya.

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Optimizing The Modern Developer Experience with Coder

Many software teams have migrated their testing and production workloads to the cloud, yet development environments often remain tied to outdated local setups, limiting efficiency and growth. This is where Coder comes in. In our 101 Coder webinar, you’ll explore how cloud-based development environments can unlock new levels of productivity. Discover how to transition from local setups to a secure, cloud-powered ecosystem with ease.

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Primary Key and Foreign Key constraints are GA and now enable faster queries

databricks

Dataricks is thrilled to announce the General Availability (GA) of Primary Key (PK) and Foreign Key (FK) constraints, starting in Databricks Runtime 15.2.

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Rocket Launch Simulation and Analysis using RocketPy

Analytics Vidhya

Introduction Imagine launching a high-power rocket, its trajectory soaring into the sky, with every detail meticulously planned and analyzed. This article will guide you through that very process using RocketPy, a cutting-edge Python library for simulating rocket flights. From setting up your rocket’s components to running simulations and visualizing data, we’ll cover each step to […] The post Rocket Launch Simulation and Analysis using RocketPy appeared first on Analytics Vidhya.

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What is the Chain of Emotion in Prompt Engineering?

Analytics Vidhya

Introduction Artificial Intelligence(AI) understands your words and senses your emotions, responding with a human touch that resonates deeply. In the rapidly advancing realm of AI and natural language processing, achieving this level of interaction has become crucial. Enter the Chain of Emotion—a groundbreaking technique that enhances AI’s ability to generate emotionally intelligent and nuanced responses. […] The post What is the Chain of Emotion in Prompt Engineering?

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5 Tools Every Data Scientist Needs in Their Toolbox in 2024

KDnuggets

From the soft tools to the hard tools, these are what make a data scientist successful.

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5 Free Data Analytics Courses to Kickstart Your Career

Analytics Vidhya

Introduction Imagine leading the charge on the data revolution, where your insights influence important business choices and spur expansion. You may believe that starting a career in this interesting field will cost a significant sum of money, but what if you could do it for nothing? This article will show you five excellent free data […] The post 5 Free Data Analytics Courses to Kickstart Your Career appeared first on Analytics Vidhya.

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Maximizing thesis excellence: Top 5 modern applications to elevate your writing process

Dataconomy

Writing a thesis paper is taken in two ways by students. A waste of time A critical task However, the modern education system has been following the paper-writing process, gradually increasing its importance. Nowadays, writing a thesis paper is a common option for students to get good grades or get admitted to the PhD level. In such circumstances, you, as a student, cannot avoid the prominence of thesis writing.

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15 Modern Use Cases for Enterprise Business Intelligence

Large enterprises face unique challenges in optimizing their Business Intelligence (BI) output due to the sheer scale and complexity of their operations. Unlike smaller organizations, where basic BI features and simple dashboards might suffice, enterprises must manage vast amounts of data from diverse sources. What are the top modern BI use cases for enterprise businesses to help you get a leg up on the competition?

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12 Best AI Tools for Data Science Workflow

Analytics Vidhya

Introduction Today’s world is focused on data; businesses must utilize advanced AI technology to stay ahead and improve efficiency. Some instruments assist data scientists, analysts, and developers in efficiently creating, deploying, and overseeing machine learning models. This article explores some of the leading AI tools and platforms in the data science workflow.

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77% of Employees Report AI Has Increased Workloads and Hampered Productivity

Hacker News

Despite 96% of C-suite executives expecting AI to boost productivity, employees say it has increased their workload, hampered productivity and caused job burnout, research shows.

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LazyLLM: Dynamic Token Pruning for Efficient Long Context LLM Inference

Machine Learning Research at Apple

This paper was accepted at the Efficient Systems for Foundation Models Workshop at ICML 2024 The inference of transformer-based large language models consists of two sequential stages: 1) a prefilling stage to compute the KV cache of prompts and generate the first token, and 2) a decoding stage to generate subsequent tokens. For long prompts, the KV cache must be computed for all tokens during the prefilling stage, which can significantly increase the time needed to generate the first token.

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Anyone can access deleted and private repository data on GitHub

Hacker News

You can access data from deleted forks, deleted repositories and even private repositories on GitHub. And it is available forever. This is known by GitHub, and intentionally designed that way.

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The Cloud Development Environment Adoption Report

Cloud Development Environments (CDEs) are changing how software teams work by moving development to the cloud. Our Cloud Development Environment Adoption Report gathers insights from 223 developers and business leaders, uncovering key trends in CDE adoption. With 66% of large organizations already using CDEs, these platforms are quickly becoming essential to modern development practices.

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LLM experimentation at scale using Amazon SageMaker Pipelines and MLflow

AWS Machine Learning Blog

Large language models (LLMs) have achieved remarkable success in various natural language processing (NLP) tasks, but they may not always generalize well to specific domains or tasks. You may need to customize an LLM to adapt to your unique use case, improving its performance on your specific dataset or task. You can customize the model using prompt engineering, Retrieval Augmented Generation (RAG), or fine-tuning.

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AI models collapse when trained on recursively generated data

Hacker News

Stable diffusion revolutionized image creation from descriptive text. GPT-2 (ref. 1), GPT-3(.5) (ref. 2) and GPT-4 (ref. 3) demonstrated high performance across a variety of language tasks. ChatGPT introduced such language models to the public. It is now clear that generative artificial intelligence (AI) such as large language models (LLMs) is here to stay and will substantially change the ecosystem of online text and images.

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Boosting Salesforce Einstein’s code generating model performance with Amazon SageMaker

AWS Machine Learning Blog

This post is a joint collaboration between Salesforce and AWS and is being cross-published on both the Salesforce Engineering Blog and the AWS Machine Learning Blog. Salesforce, Inc. is an American cloud-based software company headquartered in San Francisco, California. It provides customer relationship management (CRM) software and applications focused on sales, customer service, marketing automation, ecommerce, analytics, and application development.

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Large Enough – Mistral AI

Hacker News

Today, we are announcing Mistral Large 2, the new generation of our flagship model. Compared to its predecessor, Mistral Large 2 is significantly more capable in code generation, mathematics, and reasoning. It also provides a much stronger multilingual support, and advanced function calling capabilities.

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Marketing Operations in 2025: A New Framework for Success

Speaker: Mike Rizzo, Founder & CEO, MarketingOps.com and Darrell Alfonso, Director of Marketing Strategy and Operations, Indeed.com

Though rarely in the spotlight, marketing operations are the backbone of the efficiency, scalability, and alignment that define top-performing marketing teams. In this exclusive webinar led by industry visionaries Mike Rizzo and Darrell Alfonso, we’re giving marketing operations the recognition they deserve! We will dive into the 7 P Model —a powerful framework designed to assess and optimize your marketing operations function.

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Discover insights from Amazon S3 with Amazon Q S3 connector 

AWS Machine Learning Blog

Amazon Q is a fully managed, generative artificial intelligence (AI) powered assistant that you can configure to answer questions, provide summaries, generate content, gain insights, and complete tasks based on data in your enterprise. The enterprise data required for these generative-AI powered assistants can reside in varied repositories across your organization.

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How Do You Find a Good Manager?

Hacker News

Founded in 1920, the NBER is a private, non-profit, non-partisan organization dedicated to conducting economic research and to disseminating research findings among academics, public policy makers, and business professionals.

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Important LLMs Papers for the Week from 15/07 to 21/07

Towards AI

Author(s): Youssef Hosni Originally published on Towards AI. Stay Updated with Recent Large Language Models Research Large language models (LLMs) have advanced rapidly in recent years. As new generations of models are developed, researchers and engineers need to stay informed on the latest progress. This article summarizes some of the most important LLM papers published during the Third Week of July 2024.

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You got a null result. Will anyone publish it?

Hacker News

Researchers have tried a bunch of strategies to get more negative results into the literature. Nature asks whether they are working. Researchers have tried a bunch of strategies to get more negative results into the literature. Nature asks whether they are working.

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Introducing CDEs to Your Enterprise

Explore how enterprises can enhance developer productivity and onboarding by adopting self-hosted Cloud Development Environments (CDEs). This whitepaper highlights the simplicity and flexibility of cloud-based development over traditional setups, demonstrating how large teams can leverage economies of scale to boost efficiency and developer satisfaction.

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Top 5 OpenAI API Alternatives Everyone Should Know About

Towards AI

Last Updated on July 24, 2024 by Editorial Team Author(s): Artem Shelamanov Originally published on Towards AI. We all know how easy it is to use OpenAI API. You get your API key, pip-install openai library, write 5 lines of code and you’re done. But after some time, you encounter these problems: Vendor lock-in: you have to use only the OpenAI models now, as you don’t have access to others.

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Japan chain uses AI to gauge staff smiles, speech tones in QoS push

Hacker News

A supermarket chain in Japan has adopted an artificial intelligence system that draws on more than 450 elements, including facial expressions and voice volume to measure the attitudes of customer-facing staff.

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Gunman and countersnipers’ points of view during shooting

FlowingData

The New York Times collected drone footage and built a 3-D model to reconstruct the scene of the rally. They show four lines of sight: from the location of the gunman and three countersniper teams. You get a sense of distance and obstructions, which partially explain how the gunman could’ve been missed in surveillance.

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MIT researchers advance automated interpretability in AI models

Hacker News

MAIA is a multimodal agent for neural network interpretability tasks developed at MIT CSAIL. It uses a vision-language model as a backbone and equips it with tools for experimenting on other AI systems.

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Prepare Now: 2025s Must-Know Trends For Product And Data Leaders

Speaker: Jay Allardyce, Deepak Vittal, and Terrence Sheflin

As we look ahead to 2025, business intelligence and data analytics are set to play pivotal roles in shaping success. Organizations are already starting to face a host of transformative trends as the year comes to a close, including the integration of AI in data analytics, an increased emphasis on real-time data insights, and the growing importance of user experience in BI solutions.

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Unraveling the Black Box: Explainability in Generative AI — Part 1

Towards AI

Author(s): saeed garmsiri Originally published on Towards AI. Photo by Kelli McClintock on Unsplash Hey everyone, thanks for reading another one of my articles! Remember in the last article we did a deep dive into SHAP and LIME? Well, get ready because we’re about to embark on another exciting exploration of explainable AI, this time focusing on Generative AI.

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Hiding Linux Processes with Bind Mounts

Hacker News

Lately I've been thinking about Stephan Berger's recent blog post on hiding Linux processes with bind mounts. Bottom line here is that if you have an evil process you want to hide, use a bind mount to mount a different directory on top of the /proc/PID directory for the evil process.

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Improving RAG Answer Quality Through Complex Reasoning

Towards AI

Last Updated on July 25, 2024 by Editorial Team Author(s): Sachin Khandewal Originally published on Towards AI. TLDR; In this article, we will explain multi-hop retrieval and how it can be leveraged to build RAG systems that require complex reasoning We will showcase the technique by building a Q&A chatbot in the healthcare domain using Indexify, OpenAI, and DSPy.

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Mastering Ruby Code Navigation: Ruby LSP Enhancements in the First Half of 2024

Hacker News

In the first half of 2024, Ruby LSP has seen significant enhancements, particularly in the area of code navigation, thanks to the advancement of its indexer. In this post, we’ll dive into the major code navigation enhancements that have been made to Ruby LSP. We’ll also touch on some experimental features that are on the horizon.

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How to Drive Cost Savings, Efficiency Gains, and Sustainability Wins with MES

Speaker: Nikhil Joshi, Founder & President of Snic Solutions

Is your manufacturing operation reaching its efficiency potential? A Manufacturing Execution System (MES) could be the game-changer, helping you reduce waste, cut costs, and lower your carbon footprint. Join Nikhil Joshi, Founder & President of Snic Solutions, in this value-packed webinar as he breaks down how MES can drive operational excellence and sustainability.