Thu.Jul 11, 2024

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Top 10 Platforms to Practice Data Science Skills

Analytics Vidhya

Introduction Data science is one of the professions in high demand nowadays due to the growing focus on analyzing big data. Hypothesis and conclusion-making from data broadly involve technical and non-technical skills in the interdisciplinary field of data science. To be relevant and competitive in this rapidly evolving area, at least specific fundamental data science […] The post Top 10 Platforms to Practice Data Science Skills appeared first on Analytics Vidhya.

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New Alluxio Enterprise AI Innovations Accelerate GPUs Anywhere with 97%+ GPU Utilization

insideBIGDATA

Alluxio, the developer of the open-source data platform, announced the immediate availability of the latest enhancements in Alluxio Enterprise AI. Version 3.2 showcases the platform's capability to utilize GPU resources universally, improvements in I/O performance, and competitive end-to-end performance with HPC storage.

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What are Integrity Constraints in SQL?

Analytics Vidhya

Introduction Imagine you’re the gatekeeper of a society where every resident and visitor must follow certain rules to maintain peace and order. In the world of databases, these rules are known as integrity constraints. Just as a society thrives when everyone abides by its laws, a database remains accurate and consistent when its data adheres […] The post What are Integrity Constraints in SQL?

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AI Set to Save Professionals 12 Hours Per Week by 2029

insideBIGDATA

Thomson Reuters (TSX/NYSE: TRI), a global content and technology company, released its 2024 Future of Professionals report, an annual survey of more than 2,200 professionals working across legal, tax, and risk & compliance fields globally.

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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have migrated their testing and production workloads to the cloud, yet development environments often remain tied to outdated local setups, limiting efficiency and growth.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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Top 10 Things to Do at DataHack Summit 2024

Analytics Vidhya

Imagine a place where you may see the ‘New World Order with Generative AI‘ evolve before your eyes, where the brightest minds come together to share, learn, and innovate. That’s DataHack Summit 2024, the one-stop shop for all things Generative AI, which takes place in Bengaluru from August 7 to 10. This isn’t just an […] The post Top 10 Things to Do at DataHack Summit 2024 appeared first on Analytics Vidhya.

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10 GitHub Repositories to Master Data Science

KDnuggets

Learn data science through interactive courses, books, guides, code examples, projects, and free courses based on top university curricula. Also, access interview questions and best practices.

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Anomaly Detection in BigQuery: Uncover Hidden Insights and Drive Action

KDnuggets

Let's explore how you can harness BigQuery's capabilities and dive into industry use cases where anomaly detection is making a real difference.

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How to Implement Normalization with SQL?

Analytics Vidhya

Introduction Envision organizing a disorganized garage into a well-lit area where everything is readily available and arranged appropriately. Within the domain of databases, this procedure is referred to as normalization. A database functions better when its data is well structured and clutter-free, just like your garage does when it is kept tidy. Are you eager […] The post How to Implement Normalization with SQL?

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The role of telepractice and other tech in speech-language therapy

Dataconomy

The mass integration of telepractice has caused huge changes across the entire healthcare sector, with the integration of new technological advancements opening the door to novel delivery methods that improve patient access to care and overall outcomes. Telepractice, also known as teletherapy or telehealth, involves delivering speech-language therapy services via digital platforms which allows therapists to reach clients who might not have the means or ability to receive face-to-face therapy.

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Insights on spaCy, Prodigy and Generative AI by Ines Montani

Analytics Vidhya

In our latest episode of the Leading with data, we are thrilled to host Ines Montani, a renowned developer in the field of AI and NLP technology. As the co-founder and CEO of Explosion, and a co-developer of the leading open-source library spaCy and the innovative annotation tool Prodigy, Ines brings a wealth of knowledge […] The post Insights on spaCy, Prodigy and Generative AI by Ines Montani appeared first on Analytics Vidhya.

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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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AuraFlow v0.1: a open source alternative to Stable Diffusion 3

Hacker News

Open-source AI is in jeopardy. As community interest in AI models skyrocketed over the past year, we noticed that development of new open-source foundational models came to a halt. Some even boldly announced that open-source AI is dead. Not so fast!

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10 Data Analyst Interview Questions to Land a Job in 2024

KDnuggets

Here’s how to ace your data analyst interview and land your first job.

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Serious errors plague DNA tool that's a workhorse of biology

Hacker News

Researchers analysed thousands of laboratory-made plasmids and discovered that nearly half of them had defects, raising questions of experimental reproducibility. Researchers analysed thousands of laboratory-made plasmids and discovered that nearly half of them had defects, raising questions of experimental reproducibility.

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Enhancing CTC-based Speech Recognition with Diverse Modeling Units

Machine Learning Research at Apple

In recent years, the evolution of end-to-end (E2E) automatic speech recognition (ASR) models has been remarkable, largely due to advances in deep learning architectures like transformer. On top of E2E systems, researchers have achieved substantial accuracy improvement by rescoring E2E model’s N-best hypotheses with a phoneme-based model. This raises an interesting question about where the improvements come from other than the system combination effect.

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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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Qualcomm's Oryon Core: A Long Time in the Making

Hacker News

In 2019, a startup called Nuvia came out of stealth mode. Nuvia was notable because its leadership included several notable chip architects, including one who used to work for Apple. Apple chips like the M1 drew recognition for landing in the same performance neighborhood as AMD and Intel's offerings while offering better power efficiency.

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On Computationally Efficient Multi-Class Calibration

Machine Learning Research at Apple

Consider a multi-class labelling problem, where the labels can take values in [k], and a predictor predicts a distribution over the labels. In this work, we study the following foundational question: Are there notions of multi-class calibration that give strong guarantees of meaningful predictions and can be achieved in time and sample complexities polynomial in k?

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The Typeset of Wall·E

Hacker News

From a trash-filled Earth to the futuristic Axiom and back again, WALL·E is a finely crafted balance between consumerist dystopia and sixties space-race optimism. Please join me, then, for a detailed dive into the uniquely robotic future of a remarkably human film, as seen through the eyes of its eponymous hero, WALL·E.

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How Smooth Is Attention?

Machine Learning Research at Apple

Self-attention and masked self-attention are at the heart of Transformers' outstanding success. Still, our mathematical understanding of attention, in particular of its Lipschitz properties — which are key when it comes to analyzing robustness and expressive power — is incomplete. We provide a detailed study of the Lipschitz constant of self-attention in several practical scenarios, discussing the impact of the sequence length and layer normalization on the local Lipschitz constant of both unmas

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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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Iconography of the X Window System: The Boot Stipple

Hacker News

If you are of a certain vintage, this image is burned indelibly somewhere in your posterior parietal complex: Oh, my old friend. How it’s been a long time. Cultural Significance For the uninitiated, what are we looking at? Could it be the Moiré Error from Doom? Well, no. You are looking at (part of) the boot up screen for the X Window System, specifically the pattern it uses as the background of the root window.

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Superposition Prompting: Improving and Accelerating Retrieval-Augmented Generation

Machine Learning Research at Apple

Despite the successes of large language models (LLMs), they exhibit significant drawbacks, particularly when processing long contexts. Their inference cost scales quadratically with respect to sequence length, making it expensive for deployment in some real-world text processing applications, such as retrieval-augmented generation (RAG). Additionally, LLMs also exhibit the "distraction phenomenon," where irrelevant context in the prompt degrades output quality.

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Using S3 as a Container Registry

Hacker News

For the last four months I’ve been developing a custom container image builder, collaborating with Outerbounds1. The technical details of the builder itself might be the topic of a future article, but there’s something surprising I wanted to share already: you can use S3 as a container registry! You heard it right. All it takes is to expose an S3 bucket through HTTP and to upload the image’s files to specific paths.

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Careful With That Scalpel: Improving Gradient Surgery With an EMA

Machine Learning Research at Apple

Beyond minimizing a single training loss, many deep learning estimation pipelines rely on an auxiliary objective to quantify and encourage desirable properties of the model (e.g. performance on another dataset, robustness, agreement with a prior). Although the simplest approach to incorporating an auxiliary loss is to sum it with the training loss as a regularizer, recent works have shown that one can improve performance by blending the gradients beyond a simple sum; this is known as gradient su

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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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Article: Java Virtual Threads: A Case Study

Hacker News

This article explores JDK 21's virtual threads, comparing their performance with Open Liberty's thread pool. It covers key findings like throughput, ramp-up times, and memory footprint. Despite advantages, virtual threads showed unexpected performance issues, especially in CPU-intensive workloads. This analysis guides Java developers on when and how to use virtual threads in their applications.

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The latest mobile app development technologies for 2024

Dataconomy

Mobile app development continues to be a cornerstone of digital transformation. As businesses strive to engage users with innovative and efficient apps, keeping up with the latest mobile app development technologies is crucial. In 2024, several technologies are set to revolutionize the way we develop mobile apps, enhancing performance, security, and user experience.

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Future of Space Telescopes in the Era of Super Heavy Lift Launch

Hacker News

With the emergence of Starship, New Glenn, and SLS rockets, NASA engineers are reimagining what is possible for future space telescopes and our search for life in the universe.

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Using Agents for Amazon Bedrock to interactively generate infrastructure as code

AWS Machine Learning Blog

In the diverse toolkit available for deploying cloud infrastructure, Agents for Amazon Bedrock offers a practical and innovative option for teams looking to enhance their infrastructure as code (IaC) processes. Agents for Amazon Bedrock automates the prompt engineering and orchestration of user-requested tasks. After being configured, an agent builds the prompt and augments it with your company-specific information to provide responses back to the user in natural language.

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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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Third Places and Neighborhood Entrepreneurship: Evidence from Starbucks Cafés

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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Automating model customization in Amazon Bedrock with AWS Step Functions workflow

AWS Machine Learning Blog

Large language models have become indispensable in generating intelligent and nuanced responses across a wide variety of business use cases. However, enterprises often have unique data and use cases that require customizing large language models beyond their out-of-the-box capabilities. Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon th

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Apple Vision Pro U.S. Sales Are All but Dead, Market Analysts Say

Hacker News

Anyone in the U.S. who wanted a $3,500 Vision Pro may already have one. The only hope for increased sales is a rumored cheaper model in 2025.

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Improve RAG accuracy with fine-tuned embedding models on Amazon SageMaker

AWS Machine Learning Blog

Retrieval Augmented Generation (RAG) is a popular paradigm that provides additional knowledge to large language models (LLMs) from an external source of data that wasn’t present in their training corpus. RAG provides additional knowledge to the LLM through its input prompt space and its architecture typically consists of the following components: Indexing : Prepare a corpus of unstructured text, parse and chunk it, and then, embed each chunk and store it in a vector database.

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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.