Analytics Vidhya

OCTOBER 28, 2022

This article was published as a part of the Data Science Blogathon. Introduction The generalization of machine learning models is the ability of a model to classify or forecast new data. When we train a model on a dataset, and the model is provided with new data absent from the trained set, it may perform […]. The post Non-Generalization and Generalization of Machine learning Models appeared first on Analytics Vidhya.

Machine Learning 399

Machine Learning Data Science Data Mining Deep Learning 399

Eugene Yan

OCTOBER 1, 2022

My three favorite papers, 17 paper summaries, and ML and non-ML lessons.

ML 130

ML 130

Jay Alammar

OCTOBER 3, 2022

Translations: Chinese , Vietnamese. ( V2 Nov 2022 : Updated images for more precise description of forward diffusion. A few more images in this version) AI image generation is the most recent AI capability blowing people’s minds (mine included). The ability to create striking visuals from text descriptions has a magical quality to it and points clearly to a shift in how humans create art.

Neural Network 98

Neural Network Explainability Computer Vision BERT 98

DataRobot Blog

OCTOBER 18, 2022

Organizations are looking for AI platforms that drive efficiency, scalability, and best practices, trends that were very clear at Big Data & AI Toronto. The DataRobot expo booth at the 2022 conference showcased our AI Cloud platform with industry-specific demonstrations including Anti-Money Laundering for Financial Services , Predictive Maintenance for Manufacturing and Sales Forecasting for Retail.

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Big Data Data Drift AI AI 96

Speaker: John Mansour

If you're looking to advance your career in product management, there are more options than just climbing the management ladder. Join our upcoming webinar to learn about highly rewarding career paths that don't involve management responsibilities. We'll cover both career tracks and provide tips on how to position yourself for success in the one that's right for you.

DeepMind

OCTOBER 4, 2022

In our paper, published today in Nature, we introduce AlphaTensor, the first artificial intelligence (AI) system for discovering novel, efficient, and provably correct algorithms for fundamental tasks such as matrix multiplication. This sheds light on a 50-year-old open question in mathematics about finding the fastest way to multiply two matrices. This paper is a stepping stone in DeepMind’s mission to advance science and unlock the most fundamental problems using AI.

Algorithm 90

Algorithm Artificial Intelligence Artificial Intelligence AI 90

Analytics Vidhya

OCTOBER 18, 2022

This article was published as a part of the Data Science Blogathon. Introduction Biopharmaceutical Industries are the fastest growing industries after considering the basic need for the healthy life of humans and animals. Based on the available literature, the author has identified six major thrust areas of the Biopharmaceutical industry, which has summarized in the […].

Data Science 399

Data Science 399

Google Research AI blog

OCTOBER 25, 2022

Posted by Rodrigo Benenson, Research Scientist, Google Research Open Images is a computer vision dataset covering ~9 million images with labels spanning thousands of object categories. Researchers around the world use Open Images to train and evaluate computer vision models. Since the initial release of Open Images in 2016, which included image-level labels covering 6k categories, we have provided multiple updates to enrich annotations and expand the potential use cases of the dataset.

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Computer Vision Machine Learning ML Automation 52

Dlabs.ai

OCTOBER 14, 2022

These days, companies compete to create the most innovative solutions, products, and offers possible, hoping to win new customers. But are they based on ideas alone? Or actual user needs? As it turns out, it looks like the former because research shows that 56% of consumers believe businesses need a deeper understanding of what they want. This is where sentiment analysis can help.

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Categorization Natural Language Processing Algorithm NLP 52

Defined.ai blog

OCTOBER 9, 2022

Fight sophisticated cyber attacks with AI and ML When “virtual” became the standard medium in early 2020 for business communications from board meetings to office happy hours, companies like Zoom found themselves hot in demand. They also became prime targets for the next big cyberattack. In the case of Zoom, hackers succeeded in April 2020, with a large data breach that exposed an estimated 500,000 user passwords.

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Artificial Intelligence Artificial Intelligence Machine Learning ML 52

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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?

Generative AI

DeepMind

OCTOBER 19, 2022

We’ve partnered with Google Cloud over the last few years to apply our AI research for making a positive impact on core solutions used by their customers. Here, we introduce a few of these projects, including optimising document understanding, enhancing the value of wind energy, and offering easier use of AlphaFold.

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AI Researcher AI Research AI AI 57

Kavita Ganesan

OCTOBER 26, 2022

“Stop using AI.” This is how Dr. Kavita Ganesan, an AI expert since 2005, begins her book The Business Case for AI. In a refreshingly direct tone, Ganesan goes on to deliver the news that, yes, you probably need to rethink your use of AI and, no, it does not need to be this difficult or this expensive. While AI is a necessary tool for businesses to remain competitive, many find themselves worried about the investment, and the consequences– what if I’m using AI to solve the wrong problems?

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Analytics Vidhya

OCTOBER 11, 2022

This article was published as a part of the Data Science Blogathon. Introduction A Merkle tree is a basic component of blockchain technology. It is a mathematical data structure composed of hashes of different data blocks that serve as a summary of all transactions in the block. It also enables efficient and secure verification of […]. The post A Quick Guide to Blockchain: Merkle Tree appeared first on Analytics Vidhya.

Data Science 400

Data Science 400

Shreyansh Singh

OCTOBER 10, 2022

Paper : Efficient Transformers: A Survey Link : [link] Authors : Yi Tay, Mostafa Dehghani, Dara Bahri, Donald Metzler I wanted to summarize this paper for a long time now because of the immense amount of information in this paper. Thanks to the Cohere For AI community for having a session on this paper which made me revisit this. What? This is a survey paper on the various memory-efficiency based improvements on the original Transformers architecture by Vaswani et al.

AI 52

AI AI 52

Speaker: Aarushi Kansal, AI Leader & Author and Tony Karrer, Founder & CTO at Aggregage

Software leaders who are building applications based on Large Language Models (LLMs) often find it a challenge to achieve reliability. It’s no surprise given the non-deterministic nature of LLMs. To effectively create reliable LLM-based (often with RAG) applications, extensive testing and evaluation processes are crucial. This often ends up involving meticulous adjustments to prompts.

LLM

Bitext

OCTOBER 7, 2022

The case for evaluation of NLU platforms Synthetic image and video have proven to be a big success for cost-cutting. Synthetic text is following suit: tabular data (that is the data organized in a table with rows and columns) is becoming mainstream already, and the next step is synthetic unstructured text, which is the data that doesn`t have a predefined format.

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Chatbots AI AI AI Chatbots 52

Dlabs.ai

OCTOBER 3, 2022

It shouldn’t come as a surprise to hear that Hollywood loves AI. Several of the world’s most iconic movies touch on AI in some way, with C3PO of Star Wars fame being one of the best-known examples (BTW — we’ve published an article on the top AI movies of all time , so if you’re looking for your next blockbuster, give it a read after this). Until now, AI has mostly been on the good side of power, but recently, our favorite enterprise made a decision that slightly alters this picture.

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Robotics Artificial Intelligence Artificial Intelligence AI 52

DeepMind

OCTOBER 13, 2022

When biochemist Matthew Higgins established his research group in 2006, he had malaria firmly in his sights. The mosquito-borne disease is second only to tuberculosis in terms of its devastating global impact. Malaria killed an estimated 627,000 people in 2020, mostly children under five, and almost half of the world’s population is within its reach, though Africa is by far the hardest hit.

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Kavita Ganesan

OCTOBER 21, 2022

Of late, we’ve been hearing about Twitter bots in the news due to the whole saga of Elon Musk buying Twitter. One of the reasons the deal took so long to pan out was Musk’s concerns about the number of spam bots running rampant on the platform. While Musk believes that bots make up more than 20% of accounts on Twitter, Twitter states that the number of bots on its platform is marginal.

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ML Machine Learning AI Strategy Continuous Learning 52

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Learn how to optimize email deliverability and drive greater email ROI. What lands your email in the customer’s inbox? Understanding those factors, otherwise known as email deliverability, is critical to getting the most return on your campaign investments. But the “rules” around which factors land you in the spam folder aren’t always easy to keep up with.

Analytics Vidhya

OCTOBER 7, 2022

This article was published as a part of the Data Science Blogathon. Introduction With the increasing use of technology, data accumulation is faster than ever due to connected smart devices. These devices continuously collect and transmit data that can be processed, transformed, and stored for later use. This collected data, known as big data, holds valuable […].

Automation 400

Automation Big Data Data Science Python 400

Explosion

OCTOBER 26, 2022

Prodigy is a modern annotation tool for collecting training data for machine learning models developed by the makers of spaCy. In this video, we'll show how.

Machine Learning 52

Machine Learning 52

Bitext

OCTOBER 6, 2022

What Is Synthetic training data? Synthetic Training data is the data that is used to train an NLU engine. An NLU engine allows chatbots to understand the intent of user queries. The training data is enriched by data labeling or data annotation, with information about entities, slots… This training process provides the bot with the ability to hold a meaningful conversation with real people.

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Data Scarcity Chatbots Explainability Machine Learning 52

fast.ai

OCTOBER 18, 2022

The University of Queensland has opened the course to late registrations, if you want to join the rest of the course live: register here.

Deep Learning 52

Deep Learning 52

Speaker: Jay Black, Senior Account Executive

Let's set the record straight: in-store retail isn't dead - it's evolving! Faced with the digital age and the demands of omnichannel shopping, some retailers are thriving while others are struggling to adapt. Join Jay Black in this exclusive session as he explores the strategies that set successful stores apart, including: Crafting unique and unforgettable in-store experiences 🛍️ Mastering the art of retail demands 🛒 Navigating inventory challenges in today's climate 📦 an

DeepMind

OCTOBER 11, 2022

Perception – the process of experiencing the world through senses – is a significant part of intelligence. And building agents with human-level perceptual understanding of the world is a central but challenging task, which is becoming increasingly important in robotics, self-driving cars, personal assistants, medical imaging, and more. So today, we’re introducing the Perception Test, a multimodal benchmark using real-world videos to help evaluate the perception capabilities of a model.

AI Modeling 57

AI Modeling Robotics AI AI 57

O'Reilly Media

OCTOBER 11, 2022

Gartner has anointed “Hyperautomation” one of the top 10 trends for 2022. Should it be? Is it a real trend, or just a collection of buzzwords? As a trend, it’s not performing well on Google; it shows little long-term growth, if any, and gets nowhere near as many searches as terms like “Observability” and “Generative Adversarial Networks.” And it’s never bubbled up far enough into our consciousness to make it into our monthly Trends piece.

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Automation Data Integration AI AI 116

Analytics Vidhya

OCTOBER 16, 2022

This article was published as a part of the Data Science Blogathon. Introduction Graph machine learning is quickly gaining attention for its enormous potential and ability to perform extremely well on non-traditional tasks. Active research is being done in this area (being touted by some as a new frontier of machine learning), and open-source libraries […].

Machine Learning 399

Machine Learning Data Science Deep Learning 399

Explosion

OCTOBER 12, 2022

A case study of the Guardian's spaCy-Prodigy workflow to modularize quote extraction for content creation. This study includes iterative annotation guidelines and custom interface functionality.

NLP 40

NLP 40

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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.

Data Analysis

DataRobot Blog

OCTOBER 11, 2022

Are you new to Formula 1? Want to learn how AI/ML can be so effective in this space? 3. 2.1. Let’s begin! F1 is one of the most popular sports in the world and is also the highest class of international racing for open-wheeled single-seater formula racing cars. Made up of 20 cars from 10 teams, the sport has only become more popular after all the recent documentaries on drivers, team dynamics, car innovations, and the general celebrity level status that most races and drivers receive across the

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ML Machine Learning Algorithm Automation 52

StreamHacker

OCTOBER 8, 2022

Delegate.cash is a new protocol intended to make airdrops and token claims safer. If you have vaulted NFTs, you strongly want to avoid using that vault wallet to interact with any contracts. And if you have to move NFTs back & forth between your vault wallet and hot wallet to make claims, then you probably won’t. foobar , one of the authors of delegate.cash, has a great write up on why this kind of protocol needs to exist.

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DeepMind

OCTOBER 11, 2022

Perception – the process of experiencing the world through senses – is a significant part of intelligence. And building agents with human-level perceptual understanding of the world is a central but challenging task, which is becoming increasingly important in robotics, self-driving cars, personal assistants, medical imaging, and more. So today, we’re introducing the Perception Test, a multimodal benchmark using real-world videos to help evaluate the perception capabilities of a model.

AI Modeling 57

AI Modeling Robotics AI AI 57