Amazon SageMaker Pipelines is the first purpose-built, easy-to-use continuous integration and continuous delivery (CI/CD) service for machine learning. With SageMaker Pipelines, you can create, automate, and manage end-to-end ML workflows at scale. Since it is purpose-built for machine learning, SageMaker Pipelines helps you automate different steps of the ML workflow, including data loading, data transformation, training and tuning, and deployment. With SageMaker Pipelines, you can build dozens of ML models a week, manage massive volumes of data, thousands of training experiments, and hundreds of different model versions. You can share and re-use workflows to recreate or optimize models, helping you scale ML throughout your organization.

Purchases you make through our links may earn us a commission. Cyber Monday is almost over, but the best deals of the day are mostly still available. We've spent weeks preparing for the best Black Friday and Cyber Monday deals. You can see our full list of the best Cyber Monday deals, but below you'll find the top 20. Some of these items are at the best prices we've ever seen and encompass things such as Hulu, Playstation Plus, Coach bags, iRobot Roomba vacuums, Apple Watches, Rokus and more.

When we tested the Roomba i3, it had some navigational flubs. Still, it's the most affordable robot vacuum that iRobot offers with the all-important self-emptying bin, and it includes a few other features we love, like the easy-to-clean, proprietary rubber rollers. Roborock has slowly become one of my favorite robot vacuum manufacturers. Each from its S series offers great battery life and large bin sizes. Product reviewer Parker Hall likes this vacuum a lot too.

Amazon Transcribe is an automatic speech recognition (ASR) service that makes it easy to add speech-to-text capabilities to your applications. Today, we're excited to launch Japanese, Korean, and Brazilian Portuguese language support for Amazon Transcribe streaming. To deliver streaming transcriptions with low latency for these languages, we're also announcing availability of Amazon Transcribe streaming in the Asia Pacific (Seoul), Asia Pacific (Tokyo), and South America (São Paulo) Regions. Amazon Transcribe added support for Italian and German languages earlier in November 2020, and this launch continues to expand the service's streaming footprint. Now you can automatically generate live streaming transcriptions for a diverse set of use cases within your contact centers and media production workflows.

WIRED reviewer Jess Grey says this is one of the prettiest TVs she's ever seen, and I'm inclined to believe her. If you're after a shockingly beautiful screen to complete your fancy quarantine theater, look no further. LG's CX OLED is one of the prettiest TVs of 2020, which makes this sale one of the best you'll find this Black Friday. It's got a super-low refresh rate option and Nvidia G-Sync for working as a computer monitor, and it's also one of the few models that can do 4K at 120 frames per second to make video games look even better on next-gen consoles like the PlayStation 5 and Xbox Series X. If you don't need the super speedy 120-Hz 4K for gaming, the step down from the LG CX is an astonishing deal this Black Friday.

Purchases you make through our links may earn us a commission. If you can't sit by the door all day and you're worried about your boxes getting swiped by "porch pirates" every time a package is out for delivery, a smart doorbell can bring you some peace of mind. Some of the best smart doorbells we've tested are from Ring and Google Nest, and there are great deals to be found today on those models. We've found the very best and listed them here for you. Get expert shopping advice delivered to your phone.

Purchases you make through our links may earn us a commission. It's Cyber Monday, and no it's not a scary day where killer robots revolt, just the perfect time to shop from home at your leisure; you know, like usual! The only thing killer about Cyber Monday is the savings, and if you've been looking for great new headphones and earbuds, your time is now. We've found the absolute best Cyber Monday deals, especially set aside for those who missed the Black Friday window. Below are our favorite picks from Apple, Sony, Jabra, Bose and more, all heavily discounted and ready to come home.

That Cyber Monday special from Best Buy sounds really enticing. Which may not be a catch at all, but it is something worth considering. Because if you have Amazon Echo speakers throughout your home, you won't be able to use them to talk to your new TCL TV. As all TV sales now tend to be "smart," they operate on different software platforms, ones you need to consider before making your purchase. Before you buy a Roku-branded TV, I have three words for you: "Wonder Woman 1984."

Open data has been and is still a driving force behind business process re-engineering. Even though most businesses do not necessarily consider open data a key attribute in business performance, it creates a lot of opportunities that gear the business towards competitive edge. Identifying correct open data relevant to business needs is a challenge particularly in customer engagement and workforce management. Data about a product or services delivered to end users is openly available through social media and the web. In the recent past such data has overwhelmed existing data management tools in terms of storage, processing and delivery.

Since online shopping became a reality, retail has become increasingly digital and internet-driven. Bricks and mortar stores have adopted elements of the online experience to encourage us to continue visiting them, and also played to the strengths that in-person experiences can offer, such as more personal levels of service. But the coronavirus pandemic has affected the way every trend will play out in 2021, and offline retail has been hit particularly hard. This has led to widespread job losses and famous names disappearing from shopping centers around the world. At the same time, online retail has boomed more quickly than ever before as consumers choose to remain safely indoors, and home delivery infrastructure becomes increasingly sophisticated.