Fri.Jul 05, 2024

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Machine Learning Models: 4 Ways to Test them in Production

Data Science Dojo

Machine learning models are algorithms designed to identify patterns and make predictions or decisions based on data. These models are trained using historical data to recognize underlying patterns and relationships. Once trained, they can be used to make predictions on new, unseen data. Modern businesses are embracing machine learning (ML) models to gain a competitive edge.

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SQL DESCRIBE: Unveiling the Secrets of Your Tables

Analytics Vidhya

Introduction In relational databases, where data is meticulously organized in tables, understanding their structure is essential. SQL’s DESCRIBE (or DESC in some database systems) command gives you to become a data detective, peering into the internal makeup of your tables and extracting valuable information. Overview What is DESCRIBE? DESCRIBE is a non-destructive statement used to […] The post SQL DESCRIBE: Unveiling the Secrets of Your Tables appeared first on Analytics Vidhya.

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How to Speed Up Python Pandas by Over 300x

KDnuggets

In this blog, we will define Pandas and provide an example of how you can vectorize your Python code to optimize dataset analysis using Pandas to speed up your code over 300x times faster.

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How to Use DALL-E 3 API for Image Generation?

Analytics Vidhya

Introduction In Artificial Intelligence(AI), DALL-E 3 has emerged as a game-changing advancement in picture-generating technology. This current edition, developed by OpenAI, improves on previous iterations to generate increasingly sophisticated, nuanced, and contextually correct images from textual descriptions. As the third installment in the DALL-E series, it marks a substantial advancement in AI’s ability to grasp […] The post How to Use DALL-E 3 API for Image Generation?

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The AI Superhero Approach to Product Management

Speaker: Conrado Morlan

In this engaging and witty talk, we’ll explore how artificial intelligence can transform the daily tasks of product managers into streamlined, efficient processes. Using the lens of a superhero narrative, we’ll uncover how AI can be the ultimate sidekick, aiding in decision-making, enhancing productivity, and boosting innovation. Attendees will leave with practical tools and actionable insights, motivated to embrace AI and leverage its potential in their work. 🦸 🏢 Key objectives:

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How Organizations Can Avoid AI Sticker Shock

insideBIGDATA

In this contributed article, Chris Opat, Backblaze senior vice president of cloud operations, highlights how companies can innovate with AI while staying within the budget by understanding the type of AI you’re training, its latency requirements, the quantities of training data, and what third-party data you’ll need.

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Difference Between Method Overloading and Overriding

Analytics Vidhya

Introduction Method overloading and method overriding are two fundamental concepts in object-oriented programming (OOP) you must know. They can greatly enhance the flexibility and functionality of your code, especially in fields like data science and artificial intelligence, which require efficient and maintainable code. Although these two terms might sound similar, their underlying mechanisms are significantly […] The post Difference Between Method Overloading and Overriding appeared firs

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What is Few-Shot Prompting?

Analytics Vidhya

Introduction In machine learning, generating correct responses with minimum facts is essential. Few-shot prompting is an effective strategy that allows AI models to perform specific jobs by presenting only a few examples or templates. This approach is especially beneficial when the undertaking calls for limited guidance or a selected format without overwhelming the version with […] The post What is Few-Shot Prompting?

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The CFO’s Quest in an AI-first World

insideBIGDATA

A new research study with HFS Research from Genpact (helping leading finance organizations with digital transformation) found that leading CFOs expect AI to be the "future" of their company. The CFOs surveyed – including chiefs from HP, HSBC, Trinity Health and more – see the biggest potential for data analysis, customer integration and forecasting, but also expressed concern about how to take the next step.

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Tips for Effective Feature Engineering in Machine Learning

Machine Learning Mastery

Feature engineering is an important step in the machine learning pipeline. It is the process of transforming data in its native format into meaningful features to help the machine learning model learn better from the data. If done right, feature engineering can significantly enhance the performance of machine learning algorithms. Beyond the basics of understanding […] The post Tips for Effective Feature Engineering in Machine Learning appeared first on MachineLearningMastery.com.

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Tuning Hyperparameters in Neural Networks

KDnuggets

Learn essential techniques for tuning hyperparameters to enhance the performance of your neural networks.

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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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Mastering Python’s Maximum Integer Value

Analytics Vidhya

Introduction Python is an extremely capable programming language that works well with integers of any size. Although this special functionality helps developers, there are some possible drawbacks as well. This page offers a thorough explanation of Python’s maximum integer value, as well as helpful hints, examples, and typical difficulties. Overview How Python Handles Integers?

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If You Want to Get in the Tech Space: Become A Software Developer

KDnuggets

Currently ranked as the #1 job in the tech world!

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Harvester pulls 1.5 gallons of drinking water from arid air per day

Hacker News

It’s an unfortunate irony that while many regions struggle to find enough water, there’s trillions of liters of the stuff floating around in the air everywhere. A new water harvester design from MIT can pull enough fresh water out of the air to meet the daily needs of several people.

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Putting AI to work in finance: Using generative AI for transformational change

IBM Journey to AI blog

Finance leaders are no strangers to the complexities and challenges that come with driving business growth. From navigating the intricacies of enterprise-wide digitization to adapting to shifting customer spending habits, the responsibilities of a CFO have never been more multifaceted. Amidst this complexity lies an opportunity. CFOs can harness the transformative power of generative AI (gen AI) to revolutionize finance operations and unlock new levels of efficiency, accuracy and insights.

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Demystifying DAPs: A Practical Guide to Digital Adoption Success

Speaker: Pulkit Agrawal

Digital Adoption Platforms (DAPs) are revolutionizing the way organizations interact with and optimize their software applications. As digital transformation continues to accelerate, DAPs have become essential tools for enhancing user engagement and software efficiency. This session is your guide into the robust world of DAPs, exploring their origins, evolution, and the current trends shaping their development.

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How I swapped my ivory tower for the world of science fiction

Hacker News

Astrobiologist and writer Seven Rasmussen reflects on the craft and complexities of being a scientist-storyteller. Astrobiologist and writer Seven Rasmussen reflects on the craft and complexities of being a scientist-storyteller.

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Mendix: Avoiding The Sprinkle Or Scramble In Low-Code Governance

Adrian Bridgwater for Forbes

As low-code technologies expand, we will need to know more about the provenance of the digital ingredients we put into this mix and how it will be used.

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Largest nuclear fusion reactor is finally completed

Hacker News

ITER, a $28 billion fusion reactor in France, has finally had its last magnetic coil installed. But the reactor itself won't fire up fully until 2039 at the earliest.

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Conservatives lose UK election by a lot

FlowingData

For the New York Times, Josh Holder and Lauren Leatherby show how the Conservatives lost the election from multiple angles : lost seats, historical vote share, shift of support to Reform, an easy win by Labour, and an age breakdown. It looks bad for Conservatives any way you cut the data.

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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.

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Ente Auth: open-source Authy alternative for 2FA

Hacker News

Protect your photos and videos with Ente - a secure, cross-platform, open source, encrypted photos app. Automatic backups, end-to-end encryption, collaborative albums, family plans, library-sync, 1-click import, human support, locked photos, live photos, descriptions, private sharing, search and more.

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Visually navigate code as stars and galaxies

FlowingData

Andrei Kashcha visualized major software packages as galaxies that you can fly through. Every dot here is a package. Position of a package is determined by force based graph layout algorithm and usually clusters together packages that depend on each other. Some packages are connected by lines. It means one package depend on another. Image above shows only very close connections.

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7-Eleven Is Reinventing Its $17B Food Business to Be More Japanese [video]

Hacker News

In Japan, 7-Eleven has long led its American counterpart in prepared meals with foods like ramen and rice balls. But now, the world’s largest convenience sto.

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UK party gains and winners

FlowingData

Speaking of Conservatives losing , Andre Tartar and Demetrios Pogkas for Bloomberg show the other end with party gains. Angled arrows have become a staple to visualize net differences for regions on a map, but I think this is the first time I’ve seen the shaft of the arrow double as a stacked bar. Colors represent party gains. The head color represents the winner.

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Entity Resolution: Your Guide to Deciding Whether to Build It or Buy It

Adding high-quality entity resolution capabilities to enterprise applications, services, data fabrics or data pipelines can be daunting and expensive. Organizations often invest millions of dollars and years of effort to achieve subpar results. This guide will walk you through the requirements and challenges of implementing entity resolution. By the end, you'll understand what to look for, the most common mistakes and pitfalls to avoid, and your options.

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Research into homeopathy: data falsification, fabrication and manipulation

Hacker News

Michael Frass’s study raised eyebrows when it appeared to show homeopathy improved outcomes for cancer patients – until it was proven to be the result of data falsification

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Semi- and Self-Supervised Learning Help Clinicians Minimize Manual Labeling in Medical Image…

NYU Center for Data Science

Semi- and Self-Supervised Learning Help Clinicians Minimize Manual Labeling in Medical Image Analysis A new AI pipeline developed by researchers at CDS significantly reduces the need for manual labeling in medical image analysis tasks, as detailed in the study titled “ Shifting to Machine Supervision: Annotation-Efficient Semi and Self-Supervised Learning for Automatic Medical Image Segmentation and Classification ,” published in Nature Scientific Reports.

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YouTube's eraser tool removes copyrighted music without impacting other audio

Hacker News

On July 4, YouTube released an updated eraser tool for creators so they can easily remove any copyrighted music from their videos without affecting any

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Mind the Gap: The Product in Data Product Is Reliability

Dataversity

Welcome to the latest edition of Mind the Gap, a monthly column exploring practical approaches for improving data understanding and data utilization (and whatever else seems interesting enough to share). Last month, we explored analytics architecture stuck in the 1990s. This month, we’ll look at the rise of the data product. It wasn’t so long ago […] The post Mind the Gap: The Product in Data Product Is Reliability appeared first on DATAVERSITY.

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Using Data & Analytics for Improving Healthcare Innovation and Outcomes

In the rapidly evolving healthcare industry, delivering data insights to end users or customers can be a significant challenge for product managers, product owners, and application team developers. The complexity of healthcare data, the need for real-time analytics, and the demand for user-friendly interfaces can often seem overwhelming. But with Logi Symphony, these challenges become opportunities.

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Elsevier withdraws plagiarized paper after author calls journal out on LinkedIn

Hacker News

Sasan Sadrizadeh In late May, one of Sasan Sadrizadeh’s doctoral students stumbled upon a paper with data directly plagiarized from his previous work.

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Gen AI 101: Technology Choices (Part 1)

phData

The release of ChatGPT in late 2022 introduced generative artificial intelligence to the general public and triggered a new wave of AI-oriented companies, products, and open-source projects that provide tools and frameworks to enable enterprise AI. In a survey conducted in 2023 , over three-quarters of the executives surveyed believed that artificial intelligence would disrupt their business strategy.

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Japan is bracing for rage against the vending machine

Hacker News

Japan still loves cash and vending machines, but new banknotes containing hologram technology won't work in many machines without upgrades.

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Automating Cloud Infrastructure Provisioning and Management: Analyzing the Role of Automation

Dataversity

In today’s digital era, cloud infrastructure has become the backbone of many organizations, providing the necessary resources to support diverse applications and services. The increasing complexity and scale of cloud environments have necessitated the adoption of automation to manage infrastructure efficiently. This article explores the pivotal role of automation in provisioning and managing cloud infrastructure, […] The post Automating Cloud Infrastructure Provisioning and Management: Ana

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The Project Clinic: Assessing Project Health, Planning, and Execution

Speaker: Ketan Jahagirdar

Picture your projects as patients, each with its own unique rhythm and pulse, thriving under your care 🥼 🩺 Step into the role of an innovative project doctor in our upcoming webinar! This session is your guide to evaluating the health of your projects through Waterfall and Agile practices like Scrum and Kanban. We’ll explore the vital signs of project success through the lens of the “iron triangle” metrics, using deliverables as tracers.