January, 2023

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Roadmap to Adopting and Implementing MLOps in Organizations

Analytics Vidhya

Introduction Welcome to the world of MLOps, or Machine Learning Operations! If you’re an industry specialist looking to understand MLOps and how it can benefit your organization, then you’re at the right place. MLOps, or Machine Learning Operations, is a set of practices and techniques that enables an organization to effectively build, deploy, and manage […].

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Fully Autonomous Real-World Reinforcement Learning with Applications to Mobile Manipulation

BAIR

Reinforcement learning provides a conceptual framework for autonomous agents to learn from experience, analogously to how one might train a pet with treats. But practical applications of reinforcement learning are often far from natural: instead of using RL to learn through trial and error by actually attempting the desired task, typical RL applications use a separate (usually simulated) training phase.

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How does AI see your country?

Cassie Kozyrkov

Let’s take a Midjourney around the world Continue reading on Towards Data Science »

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Develop Your First Neural Network with PyTorch, Step-by-Step

Flipboard

PyTorch is a powerful Python library for building deep learning models. It provides everything you need to define and train a neural network and use it for inference. You don’t need to write a lot of code to get all these done. In this pose, you will discover how to create your first deep learning […] The post Develop Your First Neural Network with PyTorch, Step-by-Step appeared first on MachineLearningMastery.com.

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How To Get Promoted In Product Management

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.

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OpenAI and Microsoft Extend Partnership

OpenAI

We're happy to announce that OpenAI and Microsoft are extending our partnership. This multi-year, multi-billion dollar investment from Microsoft follows their previous investments in 2019 and 2021, and will allow us to continue our independent research and develop AI that is increasingly safe, useful, and powerful. In pursuit of our mission to ensure advanced AI benefits all of humanity, OpenAI remains a capped-profit company and is governed by the OpenAI non-profit.

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What is Data Quality in Machine Learning?

Analytics Vidhya

Introduction Machine learning has become an essential tool for organizations of all sizes to gain insights and make data-driven decisions. However, the success of ML projects is heavily dependent on the quality of data used to train models. Poor data quality can lead to inaccurate predictions and poor model performance. Understanding the importance of data […] The post What is Data Quality in Machine Learning?

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Write to the log from SAS IML programs

SAS Software

I previously discussed how to use the PUTLOG statement to write a message from the DATA step to the log in SAS. The PUTLOG statement is commonly used to write notes, warnings, and errors to the log. This article shows how to use the PRINTTOLOG subroutine in SAS IML software [.] The post Write to the log from SAS IML programs appeared first on SAS Blogs.

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Visual Information Theory

colah's blog

I love the feeling of having a new way to think about the world. I especially love when there’s some vague idea that gets formalized into a concrete concept. Information theory is a prime example of this. Information theory gives us precise language for describing a lot of things. How uncertain am I? How much does knowing the answer to question A tell me about the answer to question B?

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I’m a copywriter. I’m pretty sure artificial intelligence is going to take my job

Flipboard

“Write an article on ‘What is payment gateway?’” I recently typed into a ChatGPT window. ChatGPT, an artificial intelligence-powered writing generator, quickly obliged. The result was impressive.

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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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How To Make Sure You Don’t Lose Your Job To Artificial Intelligence!

Becoming Human

The AI revolution is upon us, and it’s important to be prepared for the changes it will bring. Artificial intelligence (AI) is set to disrupt industries and change the way we live and work. From healthcare to finance, transportation, and beyond, AI is poised to revolutionize the way we do things. To stay ahead of the curve and be ready for the changes that are coming, it’s important to understand the basics of AI and machine learning, develop skills in data science and analysis, learn to code, s

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Building Multilayer Perceptron Models in PyTorch

Machine Learning Mastery

Last Updated on January 27, 2023 The PyTorch library is for deep learning. Deep learning, indeed, is just another name for a large scale neural network or multilayer perceptron network. In its simplest form, multilayer perceptrons are a sequence of layers connected in tandem. In this post, you will discover the simple components you can […] The post Building Multilayer Perceptron Models in PyTorch appeared first on MachineLearningMastery.com.

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Machine Learning Solution Predicting Road Accident Severity

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction This is a multiclass classification project to classify the severity of road accidents into three categories. This project is based on real-world data, and the dataset is also highly imbalanced. There are three types of injuries in a target variable: minor, severe, […].

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SAS 9.4 Maintenance 8 is available

SAS Software

SAS 9.4M8 is available. Its focus is on security and updates to third-party technologies. It also updates the supported OS environments. The post SAS 9.4 Maintenance 8 is available appeared first on SAS Blogs.

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Peak Performance: Continuous Testing & Evaluation of LLM-Based Applications

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.

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Redacting PII data at The Very Group with Amazon Comprehend

AWS Machine Learning Blog

This is guest post by Andy Whittle, Principal Platform Engineer – Application & Reliability Frameworks at The Very Group. At The Very Group , which operates digital retailer Very, security is a top priority in handling data for millions of customers. Part of how The Very Group secures and tracks business operations is through activity logging between business systems (for example, across the stages of a customer order).

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ChatGPT passes MBA exam given by a Wharton professor

Flipboard

The bot’s performance on the test has “important implications for business school education," wrote Christian Terwiesch, a professor at the University of Pennsylvania’s Wharton School.

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Building a Life Sciences Knowledge Graph with a Data Lake

databricks

This is a collaborative post from Databricks and wisecube.ai. We thank Vishnu Vettrivel, Founder, and Alex Thomas, Principal Data Scientist, for their contributions.

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Building an Image Classifier with a Single-Layer Neural Network in PyTorch

Machine Learning Mastery

Last Updated on January 18, 2023 A single-layer neural network, also known as a single-layer perceptron, is the simplest type of neural network. It consists of only one layer of neurons, which are connected to the input layer and the output layer. In case of an image classifier, the input layer would be an image […] The post Building an Image Classifier with a Single-Layer Neural Network in PyTorch appeared first on MachineLearningMastery.com.

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How to Improve Email Deliverability and Optimize Each Send

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.

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The Future of Machine Learning: AutoML

Analytics Vidhya

Introduction Source – mccinnovations.com Do you ever wonder how companies develop and train machine learning models without experts? Well, the secret is in the field of Automated Machine Learning (AutoML). AutoML simplifies the process of building and tuning machine learning models for organizations to harness the power of […] The post The Future of Machine Learning: AutoML appeared first on Analytics Vidhya.

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Improving the detection of level shifts using the median filter

SAS Software

Time series data is widely used in various fields, such as finance, economics, and engineering. One of the key challenges when working with time series data is detecting level shifts. A level shift occurs when the time series’ mean and/or variance changes abruptly. These shifts can significantly impact the analysis and forecasting of the time series and must be detected and handled properly.

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Computer Vision and Deep Learning for Education

PyImageSearch

Table of Contents Computer Vision and Deep Learning for Education Benefits Smart Content Task Automation Closing Skill Gap Applications Student Learning and Welfare Personalized Learning Social, Emotional Growth, and Well-Being Acquiring 21st-Century Skills Educators Parent Engagement School and Institution Management Challenges Lack of Expertise and Literacy The Ethical Dimension Equality and Access Dependence on Technology Summary Consultation Services Citation Information Computer Vision and

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Google created an AI that can generate music from text descriptions, but won’t release it

Flipboard

An impressive new AI system from Google can generate music in any genre given a text description. But the company, fearing the risks, has no immediate plans to release it. Called MusicLM, Google’s certainly isn’t the first generative AI system for song.

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Brick & Mortar Retail Relevance: How to Stay Ahead of the Curve

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

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New Deep Learning Algorithm Can Tell if You’re Above the Legal Drinking Limit

ODSC - Open Data Science

A new deep learning algorithm just needs 12 seconds to determine if you’re above the legal drinking limit. This comes to us from a paper published in Science Direct which states that La Trobe University researchers developed an algorithm that only needs about 12 seconds of audio to make a determination on blood alcohol count levels. The purpose of the program is to complement other more expensive breath-testing technologies.

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Manipulating Tensors in PyTorch

Machine Learning Mastery

Last Updated on January 23, 2023 PyTorch is a deep learning library. Just like some other deep learning libraries, it applies operations on numerical arrays called **tensors**. In the simplest terms, tensors are just multidimensional arrays. When we are dealing with the tensors, there are some operations that are used very often. In PyTorch, there […] The post Manipulating Tensors in PyTorch appeared first on MachineLearningMastery.com.

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Top 11 Interview Questions About Transformer Networks

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Introduction Source: [link] Imagine you’re a member of an elite team of experts tasked with understanding and communicating with a group of alien robots. These robots have landed on Earth and are causing destruction and chaos, and it’s up to you to fathom […]. The post Top 11 Interview Questions About Transformer Networks appeared first on Analytics Vidhya.

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Growth by innovation - and diversification

SAS Software

It’s no secret that the big communication service providers (CSPs) companies have seen their traditional revenue streams hit in recent years by a never-ending race to the bottom on pricing. Competition in the market, along with the mass adoption of web-based communications tools (and competitively priced data packages), have made [.] The post Growth by innovation - and diversification appeared first on SAS Blogs.

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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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Face Recognition with Siamese Networks, Keras, and TensorFlow

PyImageSearch

Table of Contents Face Recognition with Siamese Networks, Keras, and TensorFlow Face Recognition Face Recognition: Identification and Verification Identification via Verification Metric Learning: Contrastive Losses Contrastive Losses Summary Credits Citation Information Face Recognition with Siamese Networks, Keras, and TensorFlow In this tutorial, you will learn about Siamese Networks and how they can be used to develop facial recognition systems.

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How Artificial Intelligence will impact the future of work

Flipboard

From steam power and electricity to computers and the internet, technological advancements have always disrupted labor markets, pushing out some careers while creating others.

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New AI classifier for indicating AI-written text

OpenAI

We’re launching a classifier trained to distinguish between AI-written and human-written text. We’ve trained a classifier to distinguish between text written by a human and text written by AIs from a variety of providers. While it is impossible to reliably detect all AI-written text, we believe good classifiers can inform mitigations for false claims that AI-generated text was written by a human: for example, running automated misinformation campaigns , using AI tools for academic

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