Mon.Nov 04, 2024

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Five Ways AI Will Break Software Development

insideBIGDATA

In this contributor, Cory Hymel, VP of Research & Innovation at Crowdbotics, discusses why we need to think bigger about AI's role in software development. The growing capabilities of AI models, particularly large language models, have the potential to fundamentally disrupt the software development lifecycle (SLDC).

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Flood Risk Assessment Using Digital Elevation and the HAND Models

Analytics Vidhya

In early 2024, Brazil experienced heavy rainfall, particularly in the south and northeast regions, leading to floods that damaged cities, destroyed crops, and caused fatalities. As climate change increases the frequency of extreme weather conditions, such as droughts and floods, contingency planning and risk assessment are becoming increasingly crucial for managing such events.

Analytics 208
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The Role of AI in Customizing the Driving Experience

insideBIGDATA

In this contributed article, Boaz Mizrachi, Co-Founder and CTO of Tactile Mobility, discusses how AI and machine learning are redefining the driving experience by personalizing every aspect of vehicle interaction, from tailored comfort settings to predictive maintenance. These technologies enable cars to adapt in real time to driver preferences and behaviors, making driving more intuitive, enjoyable, and safe.

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FERC rejects Amazon’s nuclear data center

Dataconomy

Amazon’s plans to power its U.S. data centers with nuclear energy have run into a significant hurdle. The Federal Energy Regulatory Commission (FERC) rejected a deal that would have allowed Amazon to draw more power from the Susquehanna nuclear plant in Pennsylvania. The proposed amendment would have increased the co-located load from 300 to 480 MW, a move that regulators argued could jeopardize grid reliability and potentially increase energy costs for other users.

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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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Optimizing Contextual Speech Recognition Using Vector Quantization for Efficient Retrieval

Machine Learning Research at Apple

Neural contextual biasing allows speech recognition models to leverage contextually relevant information, leading to improved transcription accuracy. However, the biasing mechanism is typically based on a cross-attention module between the audio and a catalogue of biasing entries, which means computational complexity can pose severe practical limitations on the size of the biasing catalogue and consequently on accuracy improvements.

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Optimizing RAG with Embedding Tuning

KDnuggets

Learn how to improve the performance of RAG systems, and make them more accurate at retrieving context-aware information.

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Promotions for Introverts: How to Advocate for Yourself in a World of Extroverts.

KDnuggets

As an introvert, do you ever feel like your coworkers are screaming for attention while you're being overlooked? Learn how to advocate for your promotions.

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Efficient Symptom Analysis Using a Small Language Model

Analytics Vidhya

This intelligent healthcare system uses a small language model MiniLM-L6-V2 to better understand and analyze medical information, such as symptoms or treatment instructions. The model turns text into “embeddings,” or meaningful numbers, that capture the context of the words. By using these embeddings, the system can compare symptoms effectively and make smart recommendations for conditions […] The post Efficient Symptom Analysis Using a Small Language Model appeared first on Analytics Vidh

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Natural Language Generation Inside Out: Teaching Machines to Write Like Humans

Machine Learning Mastery

Natural language generation (NLG) is an enthralling area of artificial intelligence (AI) , or more specifically of natural language processing (NLP) , aimed at enabling machines to produce human-like text that drives human-machine communication for problem-solving.

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Accelerate Your Data Agility at Foundations 2024: A Sneak Peek of the BI & Reporting Track

KDnuggets

Discover how fast, seamless data connectivity can transform your decision-making processes for a bigger impact

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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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Predicting the 2024 U.S. Presidential Election Winner Using Machine Learning

Towards AI

Author(s): Sanjay Nandakumar Originally published on Towards AI. Photo by Joshua Woroniecki on Unsplash Table of Contents Introduction Methodology Overview Exploratory Data Analysis (EDA) Analysis Data Preparation (Synthetic Data) Feature Engineering and Selection Model Selection and Training Model Evaluation and Metrics Model Interpretability and Feature Importance Conclusion Future Directions Introduction The world is focusing its eyes on the 2024 U.S. presidential election, which is being hel

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How to Summarize Texts Using the BART Model with Hugging Face Transformers

KDnuggets

To summarize text using Hugging Face's BART model, load the model and tokenizer, input the text, and the model generates a concise summary.

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How to Use Only 1 Metric in AB Tests

Towards AI

Last Updated on November 4, 2024 by Editorial Team Author(s): Pavel Zapolskii Originally published on Towards AI. The Most Important Number, or About the Main Product Metric Imagine a product you use every day — an online store, a streaming service, or a game. How do companies improve them? What to add, remove, or where to invest more resources? To answer this question in an enterprise setting, there exists a main product metric.

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7 Critical Thinking Skills Needed in Data Science

KDnuggets

Hone these analytical and practical thinking skills to become an authentic "data wizard"

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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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AI Governance: Your Business’s Competitive Edge or Its Biggest Risk?

Towards AI

Last Updated on November 4, 2024 by Editorial Team Author(s): David Sweenor Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. The bridge to responsible innovation must be robust. Photo by author David E. Sweenor As artificial intelligence (AI) becomes ubiquitous, it’s reshaping decision-making in ways that go far beyond the scope of traditional business automation.

AI 121
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Google Maps update focuses on navigation, not just AI

Dataconomy

Google’s latest Maps update shifts the focus away from flashy AI integrations, opting instead for practical features that improve the core navigation experience. While AI plays a role, the emphasis is on making real-world navigation smoother and more intuitive. Among the new features is more detailed turn-by-turn navigation. This includes additional details like crosswalks, road signs, and clearer lane instructions.

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Click, Scroll, Type — The AI Evolution

Towards AI

Last Updated on November 4, 2024 by Editorial Team Author(s): Myra Roldan Originally published on Towards AI. Anthropic Claude Computer Use Anthropic’s latest update to their AI models, Claude 3.5 Sonnet and Claude 3.5 Haiku, has introduced a new feature called “computer use.” An interesting choice of name for the service and a bit confusing on how that may work.

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Device-Directed Speech Detection for Follow-up Conversations Using Large Language Models

Machine Learning Research at Apple

This paper was accepted at the Adaptive Foundation Models (AFM) workshop at NeurIPS Workshop 2024. Follow-up conversations with virtual assistants (VAs) enable a user to seamlessly interact with a VA without the need to repeatedly invoke it using a keyword (after the first query). Therefore, accurate Device-Directed Speech Detection (DDSD) from the follow-up queries is critical for enabling naturalistic user experience.

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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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How Dataiku and Snowflake Strengthen the Modern Data Stack

phData

The modern data stack is defined by its ability to handle large datasets, support complex analytical workflows, and scale effortlessly as data and business needs grow. It must integrate seamlessly across data technologies in the stack to execute various workflows—all while maintaining a strong focus on performance and governance. Two key technologies that have become foundational for this type of architecture are the Snowflake AI Data Cloud and Dataiku.

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Levy flight and vectorizing a simulation in SAS

SAS Software

A previous article shows a simulation of two different models of a foraging animal. The first model is a random walk, which assumes that the animal chooses a random direction, then takes a step that is distributed according to a Gaussian random variable. In the second model, the animal again [.] The post Levy flight and vectorizing a simulation in SAS appeared first on SAS Blogs.

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Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks - Microsoft Research

Flipboard

By Adam Fourney, Principal Researcher; Gagan Bansal, Senior Researcher; Hussein Mozannar, Senior Researcher; Victor Dibia, Principal Research Software Engineer; Saleema Amershi, Partner Research Manager Contributors: Adam Fourney, Gagan Bansal, Hussein Mozannar, Cheng Tan, Eduardo Salinas, Erkang (Eric) Zhu, Friederike Niedtner, Grace Proebsting, Griffin Bassman, Jack Gerrits, Jacob Alber, Peter Chang, Ricky Loynd, Robert West, Victor […]

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FFmpeg up to 94x performance boost after implementing handwritten assembly code

Hacker News

FFmpeg developers achieve a unique performance achievement with a handwritten AVX-512 code.

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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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Why You Should Be Polite To ChatGPT And Other AIs

Flipboard

In my latest conversation with ChatGPT, I caught myself saying "please" and "thank you." My wife, overhearing this, couldn't help but laugh at my politeness toward a machine. Had I gone too far in humanizing AI, or was I onto something more profound?

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HPV vaccination: How the world can eliminate cervical cancer

Hacker News

HPV vaccines offer a rare opportunity to effectively eliminate one type of cancer. By taking this opportunity, it’s possible to save hundreds of thousands of women each year.

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An AI polling startup makes its predictions for the 2024 US election

Flipboard

Young entrepreneurs who think their AI chatbots can model human behavior better than humans can, agreed to put their model to the test in the 2024 …

AI 177
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Meta Permits Its A.I. Models to Be Used for U.S. Military Purposes

Hacker News

The shift in policy, covering government agencies and contractors working on national security, is intended to promote “responsible and ethical” innovations, the company said.

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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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Why Software Secrets Need Ghostbusting

Adrian Bridgwater for Forbes

As developers “cut” code, they will leave a crumb trail of artefacts ranging from user requirements notes to design documentation to use cases reference architectures

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New York Times Tech Workers Go on Strike

Hacker News

The Times Tech Guild represents more than 600 software developers and others who run the back-end systems behind The Times’s digital operation.

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60 of the best Harvard University courses you can take online for free

Flipboard

Dive deep into your favorite topics without spending anything. TL;DR: A wide range of online courses from Harvard University are available for free on edX.

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We're Leaving Kubernetes

Hacker News

After six years of running our CDE on Kubernetes we've learned Kubernetes is not the right choice for us. Here's why.

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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?