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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Learn Data Analysis with Julia

KDnuggets

Setup the environment, load the data, perform data analysis and visualization, and create the data pipeline all using Julia programming language.

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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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Launching LLM-Based Products: From Concept to Cash in 90 Days

Speaker: Christophe Louvion, Chief Product & Technology Officer of NRC Health and Tony Karrer, CTO at Aggregage

Christophe Louvion, Chief Product & Technology Officer of NRC Health, is here to take us through how he guided his company's recent experience of getting from concept to launch and sales of products within 90 days. In this exclusive webinar, Christophe will cover key aspects of his journey, including: LLM Development & Quick Wins 🤖 Understand how LLMs differ from traditional software, identifying opportunities for rapid development and deployment.

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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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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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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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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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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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How To Speak The Language Of Financial Success In Product Management

Speaker: Jamie Bernard

Success in product management goes beyond delivering great features - it’s about achieving measurable financial outcomes that resonate across the organization. By connecting your product’s journey with the company’s financial success, you’ll ensure that every feature, release, and innovation contributes to the bottom line, driving both customer satisfaction and business growth.

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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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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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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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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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What Is Entity Resolution? How It Works & Why It Matters

Entity Resolution Sometimes referred to as data matching or fuzzy matching, entity resolution, is critical for data quality, analytics, graph visualization and AI. Learn what entity resolution is, why it matters, how it works and its benefits. Advanced entity resolution using AI is crucial because it efficiently and easily solves many of today’s data quality and analytics problems.

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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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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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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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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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The AI Superhero Approach to Product Management

Speaker: Conrado Morlan

In this engaging and witty talk, industry expert Conrado Morlan will explore how artificial intelligence can transform the daily tasks of product managers into streamlined, efficient processes. Using the lens of a superhero narrative, he’ll uncover how AI can be the ultimate sidekick, aiding in data management and reporting, enhancing productivity, and boosting innovation.

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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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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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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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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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Provide Real Value in Your Applications with Data and Analytics

The complexity of financial data, the need for real-time insight, and the demand for user-friendly visualizations can seem daunting when it comes to analytics - but there is an easier way. With Logi Symphony, we aim to turn these challenges into opportunities. Our platform empowers you to seamlessly integrate advanced data analytics, generative AI, data visualization, and pixel-perfect reporting into your applications, transforming raw data into actionable insights.

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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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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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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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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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Digital Adoption Platform Fundamentals: The Key To Product Innovation And Elevated CX

Speaker: Pulkit Agrawal

As digital transformation advances at a rapid pace, Digital Adoption Platforms (DAPs) have become essential tools for enhancing user experiences and redefining product management strategies. DAPs are no-code solutions that integrate seamlessly with various technologies, and by fostering user adoption, these platforms help organizations maximize the potential of their tech investments.

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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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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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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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The rich history of ham radio culture

Hacker News

Drawing on a wealth of personal accounts found in magazines, newsletters, and trade journals, historian Kristen Haring provides an inside look at ham radio culture and its impact on hobbyists' lives.

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Deliver Mission Critical Insights in Real Time with Data & Analytics

In the fast-moving manufacturing sector, delivering mission-critical data insights to empower your end users or customers can be a challenge. Traditional BI tools can be cumbersome and difficult to integrate - but it doesn't have to be this way. Logi Symphony offers a powerful and user-friendly solution, allowing you to seamlessly embed self-service analytics, generative AI, data visualization, and pixel-perfect reporting directly into your applications.