Mon.Jul 24, 2023

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Transfer Learning in Computer Vision 

insideBIGDATA

In this contributed article, Ihar Rubanau, Senior Software Developer at Sigma Software Group, discusses how transfer learning has become a popular technique in computer vision, allowing deep neural networks to be trained with limited data by leveraging pre-trained models. This article reviews the recent advances in transfer learning for computer vision tasks, including image classification, object detection, semantic segmentation, and more.

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Image Depth Estimation Using Depth Prediction Transformers (DPTs)

Analytics Vidhya

Introduction Image depth estimation is about figuring out how far away objects in an image are. It’s an important problem in computer vision because it helps with things like creating 3D models, augmented reality, and self-driving cars. In the past, people used techniques like stereo vision or special sensors to estimate depth. But now, there’s […] The post Image Depth Estimation Using Depth Prediction Transformers (DPTs) appeared first on Analytics Vidhya.

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Manual Overdrive: When - And When Not To Use Software Automation

Adrian Bridgwater for Forbes

Software systems are moving to some degree of automation, but we still need to be in the driving seat, or at the very least in control of the sat-nav and radio controls.

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Aporia Launches First Ever Root Cause Analysis Tool for Real-Time Production Data Investigation

insideBIGDATA

Aporia, a leading ML Observability platform, announced the launch of Production IR (Production Investigation Room), the first of its kind tool that is radically distinguished by its intuitive ease of use, redefines the process of investigating production data. This all-in-one root cause analysis tool provides data scientists, ML engineers and analysts with a seamless and easy to navigate digital environment for real-time data analysis, root cause investigation and deep insights, all within a uni

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Navigating the Future: Generative AI, Application Analytics, and Data

Generative AI is upending the way product developers & end-users alike are interacting with data. Despite the potential of AI, many are left with questions about the future of product development: How will AI impact my business and contribute to its success? What can product managers and developers expect in the future with the widespread adoption of AI?

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Top 15 AI YouTubers to Follow in 2023

Analytics Vidhya

Artificial Intelligence is now witnessing exponential growth spanning various fields. With its expansion, the domain presents a plethora of opportunities for aspiring individuals to learn and master. Among them, several AI enthusiasts have emerged, excelling in their respective fields and driven by their unwavering passion for teaching. They strive to make the journey of other […] The post Top 15 AI YouTubers to Follow in 2023 appeared first on Analytics Vidhya.

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Announcing the MLflow AI Gateway

databricks

Large Language Models (LLMs) unlock a wide spectrum of potential use cases to deliver business value, from analyzing the sentiment of text data.

AI 200

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How to become a data scientist

Dataconomy

If you’ve found yourself asking, “How to become a data scientist?” you’re in the right place. In this detailed guide, we’re going to navigate the exciting realm of data science, a field that blends statistics, technology, and strategic thinking into a powerhouse of innovation and insights. From the infinite realm of raw data, a unique professional emerges: the data scientist.

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The Role of Big Data in Optimizing Rainwater Harvesting for Irrigation

Data Science Connect

In the realm of agriculture, harnessing the power of big data has emerged as a transformative force, revolutionizing traditional farming practices. One area where big data is making significant strides is in optimizing rainwater harvesting for irrigation purposes. A recent article on EnergyPortal sheds light on the remarkable advancements in this field, highlighting the pivotal role of data science in modernizing agriculture.

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Pandas: How to One-Hot Encode Data

KDnuggets

In this article, we will explore how to utilize the Pandas for One-Hot encoding categorical data.

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Advancing the State of AI Research: OpenAI Unveils New Breakthrough in Language NET Understanding

Data Science Connect

In a remarkable development for the field of Artificial Intelligence, OpenAI has introduced a groundbreaking language understanding model that promises to transform how AI systems comprehend and process human language. The new breakthrough, known as Language Net, represents a significant leap forward in natural language understanding, opening up exciting possibilities for a wide range of applications.

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Get Better Network Graphs & Save Analysts Time

Many organizations today are unlocking the power of their data by using graph databases to feed downstream analytics, enahance visualizations, and more. Yet, when different graph nodes represent the same entity, graphs get messy. Watch this essential video with Senzing CEO Jeff Jonas on how adding entity resolution to a graph database condenses network graphs to improve analytics and save your analysts time.

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Cephalopods use RNA editing to modify their nervous sytems

Hacker News

RNA editing, a post-transcriptional process, allows the diversification of proteomes beyond the genomic blueprint; however it is infrequently used among animals for this purpose.

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Big Data: The Game Changer in Physical Wastewater Treatment

Data Science Connect

In the digital age, the power of big data is being harnessed across various sectors, and the wastewater treatment industry is no exception. As the world grapples with water scarcity and environmental sustainability, the industry is turning to advanced technologies to enhance efficiency and improve outcomes. A recent exploration delves into the role of big data in optimizing physical wastewater treatment, a sector that is ripe for a technological revolution.

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Where Did Our Belief in Abundance Come From?

Hacker News

History shows that we don’t have to be satisfied with the economic and intellectual limits of the age in which we live. Tracing the historical underpinnings of the idea of abundance shows us the events and ideas that made us believe that we don’t have to be content walking in the ruins of an impressive past, but that we can achieve, create and innovate to make the future richer and brighter.

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U.S. Department of Agriculture to Invest $300M in Advancing Climate Data for Agriculture and Forestry

Data Science Connect

The U.S. Department of Agriculture (USDA) is set to invest $300 million in a transformative initiative aimed at bolstering climate data applications in agriculture and forestry. The ambitious investment seeks to harness cutting-edge technology, including AI, data analytics, and advanced sensing systems, to enhance sustainability and resilience in these vital sectors.

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How Embedded Analytics Gets You to Market Faster with a SAAS Offering

Start-ups & SMBs launching products quickly must bundle dashboards, reports, & self-service analytics into apps. Customers expect rapid value from your product (time-to-value), data security, and access to advanced capabilities. Traditional Business Intelligence (BI) tools can provide valuable data analysis capabilities, but they have a barrier to entry that can stop small and midsize businesses from capitalizing on them.

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Researchers find evidence of a 2000 year old curry, oldest ever found in SE Asia

Hacker News

It's hard to imagine a world without spice today. Fast global trade has allowed the import and export of all manner of delicious ingredients that help bring Indian, Chinese, Vietnamese, Malaysian, Sri Lankan (and so many more) cuisines to our dinner tables.

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Embracing the Global Smart Workplace: The Synergy of IoT and AI

Data Science Connect

The convergence of the Internet of Things (IoT) and Artificial Intelligence (AI) has paved the way for a global smart workplace revolution. This transformative synergy offers unprecedented opportunities to enhance workplace efficiency, optimize resource allocation, and improve employee well-being. As data scientists, understanding the potential of IoT and AI in creating a smart workplace is crucial for shaping the future of work in the digital age.

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Signal walks the line between anarchism and pragmatism

Hacker News

The privacy-focused messaging app arose from a fringe culture that emphasized individual autonomy and skepticism of authority. As it tries to go mainstream, can it escape its roots?

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Scientists Are Frighteningly Close to Achieving Synthetic Biological Intelligence

Flipboard

• A group of researchers have already grown brain cells on silicon chips and then taught them to perform tasks. • This merging of artificial intelligence and synthetic biology opens a new realm of continual machine learning.

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Understanding User Needs and Satisfying Them

Speaker: Scott Sehlhorst

We know we want to create products which our customers find to be valuable. Whether we label it as customer-centric or product-led depends on how long we've been doing product management. There are three challenges we face when doing this. The obvious challenge is figuring out what our users need; the non-obvious challenges are in creating a shared understanding of those needs and in sensing if what we're doing is meeting those needs.

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The 1990s Amiga with Video Toaster has a VFX cool factor that endures today

Hacker News

Todd Rundgren, Babylon 5, The X-Files, SeaQuest DSV, and even those demo videos - NewTek's Video Toaster has plenty of 90s nostalgia behind it. But it also demonstrates workflow features in switching, titling, and animation that could easily inspire streamers today.

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4 prompts to get your chatbot to fact-check itself and not make things up

Flipboard

I'm someone who loathes busywork, so generative-AI chatbots have been something of a silver bullet for me. After initially dismissing them as glorified toys, I've been won over by their convenience.

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The Fall of Stack Overflow

Hacker News

Over the past one and a half years, Stack Overflow has lost around 50% of its traffic. This decline is similarly reflected in site usage, with approximately a 50% decrease in the number of questions and answers, as well as the number of votes these posts receive. The charts below show the usage represented by a moving average of days.

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Master These 8 ChatGPT Prompting Techniques To Unlock Its Full Potential

Flipboard

ChatGPT is hitting big numbers. Launched by OpenAI on 30th November 2022, as of April 2023 it had 173 million active users (source) and was trained on 300 billion words, including crawled websites and books written by other people. In April 2023 there were 1.8 billion visits, including 15.

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Embedding BI: Architectural Considerations and Technical Requirements

While data platforms, artificial intelligence (AI), machine learning (ML), and programming platforms have evolved to leverage big data and streaming data, the front-end user experience has not kept up. Holding onto old BI technology while everything else moves forward is holding back organizations. Traditional Business Intelligence (BI) aren’t built for modern data platforms and don’t work on modern architectures.

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The Mathematical Universe Hypothesis (2007)

Hacker News

I explore physics implications of the External Reality Hypothesis (ERH) that there exists an external physical reality completely independent of us humans. I argue that with a sufficiently broad definition of mathematics, it implies the Mathematical Universe Hypothesis (MUH) that our physical world is an abstract mathematical structure. I discuss various implications of the ERH and MUH, ranging from standard physics topics like symmetries, irreducible representations, units, free parameters, ran

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AI Should Be Terrified of Humans

Flipboard

The year is 2050, and the world is caught in a battle for control between humans and computers. Who’s your money on? The idea of new technologies taking over the world and subjugating humans has been floating around the cultural consciousness for at least the last couple hundred years.

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Researchers Find ‘Backdoor’ in Encrypted Police and Military Radios

Hacker News

The TETRA standard is used in radios worldwide. Security researchers have found multiple vulnerabilities in the underlying cryptography and its implementation, including issues that allow for the decryption of traffic.

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AI poses extinction-level threat to humans, study suggests

Flipboard

A new study published by Stanford University's Existential Risks Initiative has identified five major threats to humanity by the year 2075. Runaway artificial intelligence is considered one of them. Trond Undheim, research scholar at Stanford, joins CBS News to unpack the study's findings and what can be done to mitigate the risk of AI.

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Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You Need to Know

Speaker: Timothy Chan, PhD., Head of Data Science

Are you ready to move beyond the basics and take a deep dive into the cutting-edge techniques that are reshaping the landscape of experimentation? 🌐 From Sequential Testing to Multi-Armed Bandits, Switchback Experiments to Stratified Sampling, Timothy Chan, Data Science Lead, is here to unravel the mysteries of these powerful methodologies that are revolutionizing how we approach testing.

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Twitter has officially changed its logo to ‘X’

Hacker News

Twitter has removed the iconic bird logo and adopted ‘X’ as its official logo. This move comes after Elon Musk announced the change over the weekend. The change is already live on the website. Notably, Musk tweeted that x.com now also redirects to twitter.com.

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Advancing Public Safety: Gautam Budh Nagar Police to Employ Facial Recognition AI for Offender Identification

Data Science Connect

In a significant leap towards enhancing public safety, the Gautam Budh Nagar Police in Noida, India, is set to implement facial recognition AI technology. According to a recent article on Hindustan Times, this cutting-edge initiative aims to identify offenders in public spaces swiftly and accurately. As data scientists, law enforcement, and technology converge, this article explores the transformative potential of facial recognition AI and the implications it holds for safeguarding public spaces

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Tree Keepers: Where Sustaining the Forest Is a Tribal Tradition

Hacker News

The Menominee tribe of Wisconsin has sustainably harvested its woods for nearly 170 years, providing a model for foresters worldwide. Amid climate change and other threats to the forest, the tribe continues to follow a traditional code: Let the healthy trees keep growing.

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The Future of Finance: Blockchain and AI Converge for a Transparent and Scalable Financial Sector

Data Science Connect

The financial sector is undergoing a paradigm shift, fueled by the convergence of blockchain and artificial intelligence (AI) technologies. This dynamic duo promises to revolutionize the finance industry, offering transparency, security, and scalability like never before. In this article, we explore how blockchain and AI are bridging the gap in the financial sector, empowering data scientists and finance professionals to build a more efficient and inclusive financial ecosystem.

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How to Leverage AI for Actionable Insights in BI, Data, and Analytics

In the rapidly-evolving world of embedded analytics and business intelligence, one important question has emerged at the forefront: How can you leverage artificial intelligence (AI) to enhance your application’s analytics capabilities? Imagine having an AI tool that answers your user’s questions with a deep understanding of the context in their business and applications, nuances of their industry, and unique challenges they face.