This week, Apple announced and set the release date for the new MacBook Pros and both Amazon and Best Buy rushed to offer a slight discount on pre orders. Amazon also knocked a hefty 40 percent off many of their Fire Tablets, including the new Fire HD 8. Bose's QC II earbuds are back down to $250, and a couple robot vacuums are on sale, including the best budget vac we've tried, iRobot's Roomba 694. We also found a few deals on SSD cards from both Samsung and Crucial, plus a tidy 32 percent discount on one of our favorite tiny Bluetooth speakers. Here are the best tech deals from this week that you can still get today. As part of a larger Fire tablet sale at Amazon, the brand's latest 8-inch slab is 40 percent off.

Amazon SageMaker Studio is a fully integrated development environment (IDE) for machine learning (ML) partly based on JupyterLab 3. Studio provides a web-based interface to interactively perform ML development tasks required to prepare data and build, train, and deploy ML models. In Studio, you can load data, adjust ML models, move in between steps to adjust experiments, compare results, and deploy ML models for inference. The AWS Cloud Development Kit (AWS CDK) is an open-source software development framework to create AWS CloudFormation stacks through automatic CloudFormation template generation. A stack is a collection of AWS resources, that can be programmatically updated, moved, or deleted. AWS CDK constructs are the building blocks of AWS CDK applications, representing the blueprint to define cloud architectures.

Artificial intelligence (AI) is hailed as the disruptive technology that is set to revolutionize the 21st century. The function and popularity of this technology are soaring by the day. It has the potential to solve many of humanity's most pressing problems. AI is an umbrella term for technologies that can display some kind of intelligence such as machine learning computer vision, natural language processing, etc… These intelligent agents are algorithms trained using vast amounts of data to give machines some kind of reasoning ability. Instead of purely logical processing that computers usually perform, intelligent agents are designed around human thinking patterns and problem-solving skills. Artificial intelligence technologies create intelligent systems capable of self-learning and adapting to any new challenge. These specification has led to the rapid adoption of AI across different fields and industries around the world. Artificial intelligence has been around for decades, but its applications are only now opening up as more and more resources are dedicated to it. Over the last few years, AI has significantly evolved and is being extensively used in different aspects of human life and industry. Companies have begun using intelligent machines to mine data to optimize just about everything within their business operations. Artificial intelligence is a branch of computer science that aims to create intelligent machines that work and react like humans. It is the broad term for any device that is capable of performing a task normally restricted to human intelligence. AI combines several disciplines such as computer science, cognitive psychology, and neuroscience. The concept underlying AI is to get a non-human entity to make decisions just as an intelligent human would. Artificial intelligence research is about the creation of computer systems capable of visual perception, speech recognition, decision-making, and translation between languages. So many fields are using AI nowadays, from research and home automation to data processing and analysis. The technology is used to solve problems in many different ways and it is found in many types of systems such as household appliances, automobiles, financial systems, medical applications, and many other common tools. AI has undergone rapid development over the past decades, fueled by significant research and trail-blazing technological advancements. Nowadays, it is often used to make computer programs better than humans at perception and cognition tasks. AI technologies are on an exponential level of development and are becoming so advanced that it is entering nearly every field of modern life.

New Delhi: Successful retail businesses have replicated their profitable models across geographies and have scaled-up fast to grab a sizeable global market share. These mega-players, however, are on the constant lookout for risks posed by disruptions and smaller innovative competitors that can seize a significant portion of their existing customer base. Irrespective of size, enterprises that leverage automation and artificial intelligence (AI) to simplify decision making are better positioned to achieve profitability through a consistent customer experience, a rationalized and efficient IT application landscape, a strong talent pool and meaningful relationships with their partners. Business stakeholders must take the lead in AI adoption. IT teams must be welcomed to give their inputs but the overarching direction of an enterprise-wide retail AI must come from the business leaders.

In a recent episode of "Customer Wars" a woman put a chainsaw down her pants in an effort to steal it. And you might have caught the video of the thieves stealing from Ulta. Videos like this are all over the internet, and the retail industry is reporting that theft continues to rise. Target attributed hundreds of thousands of dollars in profit losses in 2022 to organized retail theft, while Walmart recently said increased thefts may result in higher prices and store closures. "Shrinkage" is the term retailers use to convey losses due to product theft, damage or misplacement.

Santos Ozoemena is a Data Scientist, author. He has worked and consulted for many startups and big tech companies namely Disney, CVS and T-mobile and so much more. You can subscribe to future updates and projects here - santosbooks.com

Supermarkets are calling for new laws that let them use AI to verify a customer is over-18 when buying alcohol. The British Retail Consortium said age estimation technology would make stores'a safer place to work and shop'. Shop assistants face over 1,300 incidents of violence and abuse every day, with staff asking to check a customer's age one of the most common triggers. The call comes after successful trials by the Home Office at several UK retailers including Tesco, Asda and Morrisons over the past year. To prove their age, shoppers buying alcohol are asked to look at a camera installed in the self-checkout to undertake a facial scan.

CitrusAd and AdsPostX announced a global retail media partnership that empowers retailers to provide relevant ads through a customer's complete shopping experience, to the confirmation page after they checkout. AdsPostX launched their post transaction ad platform to bring optionality, controls and flexibility to a space currently led by Rokt. "We are excited that a category leader such as CitrusAd has chosen our technology and our team to be their post transaction partner. We look forward to doing our part in helping their retailers maximize their potential and drive incrementality in the retail media space." Jon Nolz, the former Head of Groupon's Retail Media network and now CEO of AdsPostX says, "Our company offers retailers an easy-to-integrate ad platform that drives high-yielding revenue from advertisers they don't currently get access to, on top of providing opportunities to existing advertisers. We are using machine learning to enhance a retailer's shopping experience after checkout, increasing shopper retention and trip frequency, to keep a retailer's customers coming back."

Standard AI has transformed retail as we know it. With the first autonomous retail solution that works in any existing store, we enable customers to walk in, grab what they need, and walk out - without waiting in line or stopping to pay. The company's computer vision solution is the only one that can be quickly and easily installed in retailers' existing stores, representing a giant leap forward for retail tech that enables retailers to rapidly deliver amazing new shopping experiences to customers. Standard has launched dozens of stores alongside Circle K, Compass Group, and others and have hundreds more on the way. We're the most well funded in our space, backed by some of Silicon Valley's leading investors including SoftBank, CRV, Initialized, EQT, Draper Associates, and Y Combinator.