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AWS ML Workflow: Certification Best Practices

This article explores the best practices of AWS Machine Learning (ML) workflows to help optimize and automate ML models on an advanced level and earn an AWS certification.
The machine learning workflow on AWS involves data collection and preparation, model training and evaluation, model deployment, and monitoring and retraining the model.
AWS Glue and S3 are used for data storage and preparation, while Amazon SageMaker is used for model training and evaluation.
Best practices for AWS ML workflows include attaining scalability through managed services, automating data pipelines, optimizing for cost, monitoring and retraining models, leveraging SageMaker pipelines, and mastering data management.
To earn an AWS Machine Learning certification, it is important to study the exam guide, create a study plan, focus on key concepts, gain hands-on experience, automate workflows, optimize for cost, master data management, leverage AWS training resources, study documentation and questions, and go through AWS case studies.
A case study is also presented, wherein a healthcare organization aims to predict patient readmission using ML on AWS.
Mastering AWS ML workflows is important for increasing prospects in the field and optimizing the deployment of models on AWS.
Hands-on experience is essential before taking the AWS Certified Machine Learning – Specialty or AWS Certified Machine Learning Engineer Associate exam.
One can also use the free AWS Sandbox service to build, train, and deploy different machine learning models without any risk.

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Dev

229

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Cloud DevOps Engineer Delivering Continuous Innovation in the Cloud

Cloud DevOps Engineers enable businesses to adopt cloud technologies for better performance, security, and cost-effectiveness.
The role of the Cloud DevOps Engineer is to streamline and automate workflows to make the software delivery process efficient and scalable.
Cloud DevOps Engineers leverage cloud infrastructure, continuous integration and delivery (CI/CD), and automation tools to ensure smooth and efficient software deployment.
The key responsibilities of Cloud DevOps Engineers include Infrastructure as Code (IaC), continuous integration/continuous deployment (CI/CD), monitoring/performance tuning, and security and compliance management.
Cloud DevOps Engineers must be proficient in cloud platforms, infrastructure automation, CI/CD, containerization, orchestration, and security compliance.
Cloud DevOps Engineers enable businesses to foster continuous innovation by automating and optimizing cloud infrastructure and software delivery processes.
The future of Cloud DevOps will be shaped by serverless computing, edge computing, AI and machine learning in DevOps, and sustainability in cloud strategy.
Cloud DevOps Engineers remain at the forefront of driving innovation and operational excellence, delivering greater value and agility to organizations worldwide.
KubeHA is an intelligent cloud management solution that empowers businesses to manage their critical cloud infrastructure with confidence.

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Dev

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Transitioning your Career to AWS and DevOps

Transitioning your Career to AWS and DevOps
Focus on learning AWS services step by step before moving to DevOps
Emphasize programming skills for AWS Developer roles and minimal programming for DevOps roles
Connect with DevOps professionals, learn from real projects, and focus on IaC and ticketing tools

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Tech Radar

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Quordle today – hints and answers for Monday, November 11 (game #1022)

Quordle is a popular Wordle alternative that is still going strong now on its 1022nd game.
There is no shortage of challenge in Quordle and it offers a unique experience.
The article provides hints and answers for today's game 1022 in case you are struggling to come up with the correct answers.
There are four different vowels among today's Quordle answers.
Only one Quordle answer contains a repeated letter and none of the uncommon letters are in play.
Two of today's Quordle answers start with the same letter.
The answers for today's Quordle are COPSE, REGAL, GRUNT (or BRUNT), GOODY.
The article also includes the past 20 game answers for anyone who may be interested.

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Tech Radar

113

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NYT Strands today — hints, answers and spangram for Monday, November 11 (game #253)

NYT Strands is the latest word game by the New York Times.
Today's theme for NYT Strands is 'To your health!'
Some clue words for unlocking hints in the game are RUSE, TRACT, PLACE, PLACED, HARM, CHARM.
Today's spangram hint for NYT Strands is 'Playing House' and it touches the top of the 4th column and the bottom of the 4th column.

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Digitaltrends

137

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Windows 11 vs. Windows 10: Is it finally time to update?

Windows 11 is one of the best Windows versions ever released offering unique look, advanced features, and the most secure and stable platform for modern Windows application.
The latest version of Windows 11 is the 2024 update known as 24H2, which improves its fundamentals and adds new capabilities especially for Copilot+ PCs and laptops.
Improvements in Windows 11 include Phone link app, improved Windows search, right-click context menu, Copilot, enhanced power setting options, tabs, Auto HDR, and DirectStorage for gaming.
Windows 11 has a Better design and features with a new start menu and taskbar, rounded corners on windows, new app icons, and deeper pen functionality.
Snap Layouts, multitasking, and improved performance through memory management and suspending some data in RAM while your PC sleeps help to make the experience snappier than Windows 10.
Collaboration and remote work features are much better on Windows 11 than Windows 10. It supports background blur, eye contact adjustments for meetings, and automatic framing which are exclusive to Windows 11.
Windows 11 and MacOS provide fast, stable, and feature-rich platform, but the way of doing things operates differently on both these platforms as they have distinct approaches.
Windows 11 is one of the best operating systems for gamers as it has numerous updates to improve gaming performance and it supports features like Auto HDR and DirectStorage.
Windows 11 continues to get better through performance improvements and new feature additions. It is worth upgrading in view of improvements it offers over Windows 10 versions.
Android app support is one of the defining feature differences between Windows 11 and Windows 10 but that's going off soon and the storefront will no longer be accessible after the closure on March 5, 2025.

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Tech Radar

270

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Quishing is the QR code scam you need to watch out for

QR code phishing, also known as quishing, is becoming a common threat where fraudulent codes are used to steal financial information.
Banks and regulators have issued warnings about the increasing sophistication of these scams.
In quishing attacks, QR codes are sent as email attachments from seemingly legitimate sources, leading to malicious links.
These attacks have expanded into the real world, with QR codes being placed on parking machines to steal payment information.

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Digitaltrends

182

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Apple’s upgraded Vision Pro headset might arrive sooner than expected

Apple might introduce the second-generation Vision Pro headset between Fall 2025 and Spring 2026.
The design of the Vision Pro 2 is expected to be similar to its predecessor.
The second-gen Vision Pro could be upgraded to the M5 silicon and support Apple Intelligence.
Apple has also started internal research on smart glasses.

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Tech Radar

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The death of the internet: why the future is terrifying, and how we fix it

Misinformation, marketing, and filters from algorithmic posts are endangering the internet. Tech companies are notoriously slicing features and costs in their services as their market caps grow, which is impacting an average user’s experience.
Educational tools and access to information are being affected as well. TikTok and YouTube are muddying facts from falsehoods, resulting in a loss of understanding real and accurate information.
Social media platforms offer curated content, and it's becoming increasingly hard to find a non-curated feed system. This stifles a creative discussion, and people do not challenge opinions.
We’ve seen AI-generated articles, scores of memes, and monopolization of segments of the internet. But there’s still hope. The world wide web induced many scientific breakthroughs that we don't hear about.
To improve the cesspool that the internet now resembles will require a global effort. A prompt and collective effort is needed to create a sort of JEDEC or USB forum for the internet that has teeth.
Adults must learn critical skills to fact-check, identify fake posts and the legality behind posting online. It will be challenging, but it has been done before, and it can be done again for the digital world.

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Digitaltrends

145

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This is the one gaming CPU I recommend over the Ryzen 7 9800X3D

AMD's Ryzen 7 9800X3D processor, which uses the new Zen 5 architecture and offers gamers a boost in productivity performance, competes with last-gen's Ryzen 7 7800X3D, still considered the go-to gaming CPU for most people.
The Ryzen 7 9800X3D has a dedicated 512-bit data path for AVX-512 instructions and faster access to cooling, which allowed AMD to push clock speeds and fully unlock the CPU for overclocking.
The Ryzen 7 7800X3D, which doesn't support manual overclocking, operates between 50 to 70W for most tasks and can still be boosted through AMD's Precision Boost Overdrive.
The Ryzen 7 9800X3D is $30 more expensive than the Ryzen 7 7800X3D, which is currently selling for around $460, but prices are expected to drop by more than $100 once the Ryzen 7 9800X3D comes back in stock.
The Ryzen 7 9800X3D provides a 19% uplift in single-core and multi-core speeds in productivity tasks, but gaming performance isn't vastly improved over the Ryzen 7 7800X3D, as tests show performance margins to be in single digits only.
AMD is pushing the Ryzen 7 9800X3D hard, allowing for overclocking and higher clock speeds, but resulting in higher power draw and operating temperatures than the Ryzen 7 7800X3D.
The Ryzen 7 9800X3D, priced at $479, is much faster in productivity apps, but the Ryzen 7 7800X3D still delivers on the gaming front for much less money.
If you're looking for a gaming CPU, Ryzen 7 7800X3D is still most preferable as Ryzen 7 9800X3D isn't significantly improved and priced higher.

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TechJuice

170

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7 New Free Games to Play on Xbox Game Pass This November

Microsoft has announced the first round of November Xbox Game Pass titles.
Metal Slug Tactics, Goat Simulator Remastered, and Microsoft Flight Simulator 2024 are among the new games added.
Other games like Go Mecha Ball, Harold Halibut, The Rewinder, and Turnip Boy Robs a Bank are also available.
Players can enjoy a variety of genres and gameplay styles with these new additions.

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Dev

101

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Cloud Resume Challenge -AWS

The Cloud Resume Challenge is a hands-on project where you create an online resume using cloud technology.
The project involves designing the resume with React, Tailwind, and Vite for the front end.
Hosting is done using Amazon S3 and CloudFront, with CloudFront acting as a CDN on top of S3.
Automated updates are achieved with GitHub Actions, making the update process efficient and hands-free.

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Tech Radar

326

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Quordle today – hints and answers for Sunday, November 10 (game #1021)

Quordle today is one of the original Wordle alternatives which offers a serious challenge.
Today's hints for Quordle game #1021 are given below.
The number of different vowels in Quordle today is 5.
Only 1 Quordle answer contains repeated letters.
Q, Z, X or J has not appeared among today's Quordle answers.
Two Quordle answers start with the same letter: G and F.
Today's Quordle answers are GROIN, FAULT, FERRY and SUITE.
One can check the past 20 Quordle answers provided in the article for reference.
The Quordle answers and hints are provided by a Wordle-fanatic author.
To improve Wordle-game skills, readers can check the detailed analysis of most common letters in Wordle in every position.

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Tech Radar

330

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NYT Strands today — hints, answers and spangram for Sunday, November 10 (game #252)

NYT Strands today (game #252) - hint #1 - today's theme: The theme of today's NYT Strands is 'Nice fit'.
NYT Strands today (game #252) - hint #2 - clue words: The clue words for today are TILL, HILL, BILL, DUST, THERE, WELL.
NYT Strands today (game #252) - hint #3 - spangram: Today's spangram hint is 'Fits the bill'.
NYT Strands today (game #252) - hint #4 - spangram position: The spangram touches the left side in the 5th row and the right side in the 4th row.

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Medium

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Beyond Code: Why Understanding Infrastructure Matters for Software Engineers

Understanding infrastructure is a key skill for software engineers.
Writing code is not enough; products must go through various phases.
Knowing the product's journey improves operational efficiency.
Understanding infrastructure enables effective communication and informed decisions.

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