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DA-100 Analyzing Data with Microsoft Power BI

Exam Number : DA-100

Exam Name : Analyzing Data with Microsoft Power BI

This course will discuss the various methods and best practices that are in line with business and technical requirements for modeling, visualizing, and analyzing data with Power BI. The course will also show how to access and process data from a range of data sources including both relational and non-relational data. This course will also explore how to implement proper security standards and policies across the Power BI spectrum including datasets and groups. The course will also discuss how to manage and deploy reports and dashboards for sharing and content distribution. Finally, this course will show how to build paginated reports within the Power BI service and publish them to a workspace for inclusion within Power BI.

Skills Gained

- Ingest, clean, and transform data

- Model data for performance and scalability

- Design and create reports for data analysis

- Apply and perform advanced report analytics

- Manage and share report assets

- Create paginated reports in Power BI


- Understanding core data concepts.

- Knowledge of working with relational data in the cloud.

- Knowledge of working with non-relational data in the cloud.

- Knowledge of data analysis and visualization concepts.

Course outline

Module 1: Get Started with Microsoft Data Analytics

This module explores the different roles in the data space, outlines the important roles and responsibilities of a Data Analysts, and then explores the landscape of the Power BI portfolio.


Data Analytics and Microsoft

Getting Started with Power BI

Lab : Getting Started

Getting Started

After completing this module, you will be able to:

Explore the different roles in data

Identify the tasks that are performed by a data analyst

Describe the Power BI landscape of products and services

Use the Power BI service

Module 2: Prepare Data in Power BI

This module explores identifying and retrieving data from various data sources. You will also learn the options for connectivity and data storage, and understand the difference and performance implications of connecting directly to data vs. importing it.


Get data from various data sources

Optimize performance

Resolve data errors

Lab : Preparing Data in Power BI Desktop

Prepare Data

After completing this module, you will be able to:

Identify and retrieve data from different data sources

Understand the connection methods and their performance implications

Optimize query performance

Resolve data import errors

Module 3: Clean, Transform, and Load Data in Power BI

This module teaches you the process of profiling and understanding the condition of the data. They will learn how to identify anomalies, look at the size and shape of their data, and perform the proper data cleaning and transforming steps to prepare the data for loading into the model.


Data shaping

Enhance the data structure

Data Profiling

Lab : Transforming and Loading Data

Loading Data

After completing this module, students will be able to:

Apply data shape transformations

Enhance the structure of the data

Profile and examine the data

Module 4: Design a Data Model in Power BI

This module teaches the fundamental concepts of designing and developing a data model for proper performance and scalability. This module will also help you understand and tackle many of the common data modeling issues, including relationships, security, and performance.


Introduction to data modeling

Working with tables

Dimensions and Hierarchies

Lab : Data Modeling in Power BI Desktop

Create Model Relationships

Configure Tables

Review the model interface

Create Quick Measures

Lab : Advanced Data Modeling in Power BI Desktop

Configure many-to-many relationships

Enforce row-level security

After completing this module, you will be able to:

Understand the basics of data modeling

Define relationships and their cardinality

Implement Dimensions and Hierarchies

Create histograms and rankings

Module 5: Create Model Calculations using DAX in Power BI

This module introduces you to the world of DAX and its true power for enhancing a model. You will learn about aggregations and the concepts of Measures, calculated columns and tables, and Time Intelligence functions to solve calculation and data analysis problems.


Introduction to DAX

DAX context

Advanced DAX

Lab : Introduction to DAX in Power BI Desktop

Create calculated tables

Create calculated columns

Create measures

Lab : Advanced DAX in Power BI Desktop

Use the CALCULATE() function to manipulate filter context

use Time Intelligence functions

After completing this module, you will be able to:

Understand DAX

Use DAX for simple formulas and expressions

Create calculated tables and measures

Build simple measures

Work with Time Intelligence and Key Performance Indicators

Module 6: Optimize Model Performance

In this module you are introduced to steps, processes, concepts, and data modeling best practices necessary to optimize a data model for enterprise-level performance.


Optimze the model for performance

Optimize DirectQuery Models

Create and manage Aggregations

After completing this module, you will be able to:

Understand the importance of variables

Enhance the data model

Optimize the storage model

Implement aggregations

Module 7: Create Reports

This module introduces you to the fundamental concepts and principles of designing and building a report, including selecting the correct visuals, designing a page layout, and applying basic but critical functionality. The important course of designing for accessibility is also covered.


Design a report

Enhance the report

Lab : Designing a report in Power BI

Create a live connection in Power BI Desktop

Design a report

Configure visual fields adn format properties

Lab : Enhancing Power BI reports with interaction and formatting

Create and configure Sync Slicers

Create a drillthrough page

Apply conditional formatting

Create and use Bookmarks

After completing this module, you will be able to:

Design a report page layout

Select and add effective visualizations

Add basic report functionality

Add report navigation and interactions

Improve report performance

Design for accessibility

Module 8: Create Dashboards

In this module you will learn how to tell a compelling story through the use of dashboards and the different navigation tools available to provide navigation. You will be introduced to features and functionality and how to enhance dashboards for usability and insights.


Create a Dashboard

Real-time Dashboards

Enhance a Dashboard

Lab : Designing a report in Power BI Desktop - Part 1

Create a Dashboard

Pin visuals to a Dashboard

Configure a Dashboard tile alert

Use Q&A to create a dashboard tile

After completing this module, students will be able to:

Create a Dashboard

Understand real-time Dashboards

Enhance Dashboard usability

Module 9: Create Paginated Reports in Power BI

This module will teach you about paginated reports, including what they are how they fit into Power BI. You will then learn how to build and publish a report.


Paginated report overview

Create Paginated reports

Lab : Creating a Paginated report

Use Power BI Report Builder

Design a multi-page report layout

Define a data source

Define a dataset

Create a report parameter

Export a report to PDF

After completing this module, you will be able to:

Explain paginated reports

Create a paginated report

Create and configure a data source and dataset

Work with charts and tables

Publish a report

Module 10: Perform Advanced Analytics

This module helps you apply additional features to enhance the report for analytical insights in the data, equipping you with the steps to use the report for genuine data analysis. You will also perform advanced analytics using AI visuals on the report for even deeper and meaningful data insights.


Advanced Analytics

Data Insights through AI visuals

Lab : Data Analysis in Power BI Desktop

Create animated scatter charts

Use teh visual to forecast values

Work with Decomposition Tree visual

Work with the Key Influencers visual

After completing this module, you will be able to:

Explore statistical summary

Use the Analyze feature

Identify outliers in data

Conduct time-series analysis

Use the AI visuals

Use the Advanced Analytics custom visual

Module 11: Create and Manage Workspaces

This module will introduce you to Workspaces, including how to create and manage them. You will also learn how to share content, including reports and dashboards, and then learn how to distribute an App.


Creating Workspaces

Sharing and Managing Assets

Lab : Publishing and Sharing Power BI Content

Map security principals to dataset roles

Share a dashboard

Publish an App

After completing this module, you will be able to:

Create and manage a workspace

Understand workspace collaboration

Monitor workspace usage and performance

Distribute an App

Module 12: Manage Datasets in Power BI

In this module you will learn the concepts of managing Power BI assets, including datasets and workspaces. You will also publish datasets to the Power BI service, then refresh and secure them.




After completing this module, you will be able to:

Create and work with parameters

Manage datasets

Configure dataset refresh

Troubleshoot gateway connectivity

Module 13: Row-level security

This module teaches you the steps for implementing and configuring security in Power BI to secure Power BI assets.


Security in Power BI

After completing this module, you will be able to:

Understand the aspects of Power BI security

Configure row-level security roles and group memberships

Analyzing Data with Microsoft Power BI
Microsoft Analyzing benefits
Killexams : Microsoft Analyzing benefits - BingNews https://killexams.com/pass4sure/exam-detail/DA-100 Search results Killexams : Microsoft Analyzing benefits - BingNews https://killexams.com/pass4sure/exam-detail/DA-100 https://killexams.com/exam_list/Microsoft Killexams : Microsoft introduces Copilot for Power Apps

In the rapidly evolving landscape of AI innovation, Microsoft has leaped with the introduction of Copilot for Power Apps. The expansion is geared towards empowering users and enhancing functionality.

Becoming a “Copilot”

Microsoft plans to amp up user productivity by integrating next-generation AI into a user-friendly interface. Copilot, being the magic behind the invention, allows users to gain valuable insights about their data.

But its benefits go beyond just data analysis. The tool reinvents user interaction by enabling communication with the app through natural language, providing an intuitively receptive experience. It’s like having a virtual buddy guiding you through every corner of your app universe.

Model-Driven Apps

Microsoft Copilot assists users in extracting valuable knowledge from their data. It improves app interaction by engaging users in purposeful, interactive discourse using natural language. Copilot in model-driven apps will debut as part of the Monthly Channel release.

  • Assists Users: The copilot offers help to users by facilitating data interpretation with meaningful insights.
  • App Interaction: It enhances the user experience on the app by fostering relevant and interactive conversations in natural language.
  • Monthly Channel Release: Copilot will debut in the model-driven apps as part of the Monthly Channel release.
  • Rapid Progress: The strategy allows Copilot to evolve swiftly based on user feedback.
  • Frequent Updates: No longer do users have to wait for semi-annual updates.

Canvas Apps

A significant upgrade makes Copilot in canvas apps more powerful since launching earlier this year. Microsoft met the demand for support for larger datasets with a true reward: no size limits when connecting Copilot control to Dataverse. Now, those multi-terabyte tables can be seamlessly managed, and manipulated within the canvas.

The software giant further motivates users to leverage the Copilot control with PowerFx, enhancing ease of use and capability. The ‘Selected Items’ property of the Copilot control, for instance, will display live details about the answer on the screen.

While Copilot for both model-driven and canvas apps is currently only available in English and within the United States.

Wed, 23 Aug 2023 02:54:00 -0500 en-US text/html https://www.onmsft.com/news/microsoft-introduces-copilot-for-power-apps/
Killexams : Microsoft is bringing Python to Excel

Microsoft today announced the public preview of Python in Excel, which will allow advanced spreadsheet users to combine scripts in the popular Python language and their usual Excel formulas in the same workbook.

This feature will first roll out to Microsoft 365 Insiders as part of the Excel for Windows beta channel. Yet while the feature will first only be available in the desktop version of Excel, Microsoft notes that the Python calculations will run in the Microsoft Cloud. Python runs perfectly well on any modern PC, so I’m not sure why Microsoft went the cloud route here.

“Now you can do advanced data analysis in the familiar Excel environment by accessing Python directly from the Excel ribbon,” Stefan Kinnestrand, the GM for Modern Work at Microsoft, explains. “No set up or installation is required. Using Excel’s built-in connectors and Power Query, you can easily bring external data into Python in Excel workflows.”

Image Credits: Microsoft

Microsoft partnered with data science platform Anaconda to bring this feature to life. The company is using the Anaconda Python distribution — running in Azure — to bring the most popular Python libraries to Excel, including the likes of Matplotlib and seaborn for data visualization.

To try this out, you’ll have to join the Microsoft 365 Insider Program and opt for the beta channel to get the latest Excel builds. From there, it’s just a question of selecting “insert Python” in the Formulas ribbon to get started.

It’s worth noting that there have long been libraries that allowed Python users to work with Excel files, as well as (paid) Excel add-ons like PyXLL that bring Python’s functionality to Microsoft’s spreadsheets, too.

Tue, 22 Aug 2023 05:17:00 -0500 en-US text/html https://techcrunch.com/2023/08/22/microsoft-is-bringing-python-to-excel/
Killexams : Microsoft Excel receives Python integration for data analysis and visualization

Microsoft Excel receives Python integration

Microsoft Excel receives Python integration

In a groundbreaking move, Microsoft  has unveiled its latest feature for Excel – Python integration. This innovative development brings together the world of Excel and Python analytics, creating a powerful tool for data analysis and visualization. The integration of Python in Excel allows users to utilize potent Python libraries directly within their Excel workbooks. This opens up a world of possibilities, from creating captivating visualizations to building advanced machine learning models.

The integration of Python in Excel is woven directly into the fabric of the software, thanks to the new ‘py’ function. This allows users to use Python seamlessly within the grid, eliminating the need for any additional installations. In a strategic partnership with Anaconda, Microsoft is set to bring a secure and trusted Python distribution for analytics into Excel. This version will include popular Python libraries such as Pandas and Matplotlib, further enhancing the capabilities of Excel.

Excel receives Python support

Python in Excel empowers users to clean and manipulate their data, train machine learning models, create compelling plots, and much more. All of this can be done within the familiar, secure environment of Excel, using Excel’s built-in connectors and Power Query. This makes it easier than ever to bring external data into Python in Excel workflows.

Security and privacy are at the heart of Python in Excel’s design. The Python code runs on the Microsoft cloud as a compliant Microsoft 365 connected service, ensuring the utmost safety and privacy for users. Moreover, Python in Excel is compatible with all the beloved analytics features of Excel, such as formulas, charts, pivot tables, conditional formatting, and more.

Other articles you may find of interest on Python and coding :

The integration of Python in Excel combines the flexibility of Excel with the power of Python, enabling users to make data-informed decisions and tell more compelling stories. With Python in Excel, the future of data analysis and visualization looks brighter than ever.

Pandas Python features

  • A fast and efficient DataFrame object for data manipulation with integrated indexing;
  • Tools for reading and writing data between in-memory data structures and different formats: CSV and text files, Microsoft Excel, SQL databases, and the fast HDF5 format;
  • Intelligent data alignment and integrated handling of missing data: gain automatic label-based alignment in computations and easily manipulate messy data into an orderly form;
  • Flexible reshaping and pivoting of data sets;
  • Intelligent label-based slicingfancy indexing, and subsetting of large data sets;
  • Columns can be inserted and deleted from data structures for size mutability;
  • Aggregating or transforming data with a powerful group by engine allowing split-apply-combine operations on data sets;
  • High performance merging and joining of data sets;
  • Hierarchical axis indexing provides an intuitive way of working with high-dimensional data in a lower-dimensional data structure;
  • Time series-functionality: date range generation and frequency conversion, moving window statistics, date shifting and lagging. Even create domain-specific time offsets and join time series without losing data;
  • Highly optimized for performance, with critical code paths written in Cython or C.
  • Python with pandas is in use in a wide variety of academic and commercial domains, including Finance, Neuroscience, Economics, Statistics, Advertising, Web Analytics, and more.
Filed Under: Technology News, Top News

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Tue, 22 Aug 2023 21:06:00 -0500 Julian Horsey en-US text/html https://www.geeky-gadgets.com/excel-python-support/
Killexams : Microsoft Previews 'Python in Excel'


Microsoft Previews 'Python in Excel'

The cumbersome process of using Python code in Microsoft Excel data-driven projects will soon be eased by the company's new "Python in Excel" initiative, currently in public preview.

Integrating the super-popular programming language that's the darling of data scientists everywhere with the super-popular spreadsheet program means analysts will no longer have to jump through so many workaround hoops or use third-party add-ins like xlwings, PyXLL or DataNitro.

"Python in Excel combines Python's powerful data analysis and visualization libraries with Excel's features you know and love," Microsoft said. "You can manipulate and explore data in Excel using Python plots and libraries, and then use Excel's formulas, charts and PivotTables to further refine your insights."

With the preview, users can now type Python code directly into a notebook cell and get results such as plots and visualizations from the Microsoft Cloud. As of now, the public preview works only on Excel for Windows (not Mac, web, iPad, iPhone or Android). And the cloud integration means an internet connection is required -- users with a local version of Python installed won't see any customizations made to that installation reflected in Python in Excel calculations. If all of those conditions are met, users can go to Microsoft's Python in Excel site to get started, which requires being in the Microsoft 365 Insiders program and using the Beta Channel in Excel for Windows.

While the program does require using Microsoft's cloud version of Python, it comes with the popular Anaconda enterprise Python repository and many core libraries including pandas, NumPy, Matplotlib, seaborn, scikit-learn and statsmodels.

The project's architecture was guided in part by none other than Guido van Rossum, Python's creator, emeritus BDFL (benevolent dictator for life) and Microsoft Distinguished Engineer. "I'm excited that this excellent, tight integration of Python and Excel is now seeing the light of day," he said in an Aug. 22 announcement post. "I expect that both communities will find interesting new uses in this collaboration, amplifying each partner's abilities. When I joined Microsoft three years ago, I would not have dreamed this would be possible. The Excel team excels!"

More information can be found in the following resources from Microsoft and Anaconda:

About the Author

David Ramel is an editor and writer for Converge360.

Wed, 23 Aug 2023 06:08:00 -0500 en-US text/html https://visualstudiomagazine.com/articles/2023/08/23/python-excel.aspx
Killexams : Zacks Investment Ideas feature highlights: Nvidia, Microsoft, Alphabet, Baidu and Advanced Micro Devices

For Immediate Release

Chicago, IL – August 23, 2023 – Today, Zacks Investment Ideas feature highlights Nvidia NVDA, Microsoft MSFT, Alphabet GOOGL, Baidu BIDU and Advanced Micro Devices AMD.

5 Reasons to Own NVIDIA (EPS Preview)

NVDA Earnings Date: Wednesday, August 23rd, after the market close

The AI Leader

Zacks Rank #1 (Strong Buy) chip stock Nvidia benefits significantly from AI (Artificial Intelligence) due to its specialized hardware and software solutions tailored to AI workloads. Nvidia’s powerful GPUs (Graphics Processing Units) are well-suited for AI tasks like deep learning, data analysis, and complex computations. Because Nvidia’s AI offerings have positioned the company as a critical player in the AI ecosystem, the stock has ripped due to the ongoing “AI Revolution”. Below are 5 reasons the stock can continue higher into year-end:

Robust Earnings History

Over the past 16 quarters, Nvidia delivered surprises in every quarter, except for two quarters in the middle of the 2022 bear market.

In the past five quarters, Nvidia shares have moved by an average of +5.95% the day after NVDA earnings were reported. The options market implies a move of about 10% this quarter following the earnings release.

Lofty but Attainable Expectations

From a data perspective, NVDA enjoys a positive Zacks Earnings ESP (Expected Surprise Prediction Score). A positive ESP score means that NVDA has recently seen positive earnings estimate revision activity. The idea is that the more latest the information is, the better the predictor of the future. The technique has proven to be very useful for finding positive surprises. When you combine a Zacks Rank of #3 or better (NVDA is the best possible #1) with a positive earnings ESO, stocks produce a positive surprise 70% of the time.

If Nvidia can meet or exceed expectations as I expect it will, the company is about to enter an exponential “hockey stick growth” phase.

Scorching Growth Makes Up for Sky-high Valuation

A bear argument against owning Nvidia is its forward p/e ratio of 59.94. However, amateur investors must understand that institutions pay a premium for growth. Last quarter, Nvidia raised its earnings expectations for this quarter to a mind-boggling $11 billion ($4 billion more than consensus estimates). Nvidia also has the rare combination or what I call “The Magic Elixir” that institutions look for which includes

·      Liquidity (50 million shares traded a day)

·      Innovation (the leader in chips used for AI)

·      High-growth (this quarter, earnings are expected to grow 300% year-over-year)

The AI Arms Race

Microsoft and Alphabet are the early leaders in the AI “Chatbot” realm. However, the race to AI supremacy is in its infancy. In the past few weeks, rich countries like China and Saudi Arabia ordered millions worth of Nvidia chips. Though only a handful of companies will ultimately be the Chatbot leaders, many companies will try, which in itself is a positive for Nvidia. In other words, the “pot of gold” is so large that Nvidia will make a fortune selling the “picks” needed for AI. One company to watch is Chinese internet giant Baidu, who is looking to unveil a more powerful Chatbot than the popular ChatGPT.

Relative Strength

Observing the price action of a stock relative to the market is one of the most powerful indicators of strength. From a relative strength perspective, NVDA sticks out like a sore thumb versus the market and competitors like Advanced Micro Devices. NVDA shares are up 213% year-to-date, while the S&P 500 Index ETF is only up 15%.

Furthermore, NVDA notched all-time highs Tuesday (before fading), while the Nasdaq 100 ETFis off its 52-week high by 6%.

Smart Money (Bonus)

Because of their deep pockets, institutional investors are the “whales” that drive stocks higher. Stanley Druckenmiller and David Tepper are both billionaires who are considered some of the smartest money on Wall Street. In the latest 13F filing, Druckenmiller added 20% to his NVDA position, while Tepper increased his by 580%! NVDA is the top holding in both portfolios.


Nvidia has everything an institutional investor looks for in a stock including, liquidity, growth, and groundbreaking innovation. While expectations are lofty for the stock, several data points suggest they are attainable. Look for NVDA shares to be higher 6-12 months from now.

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Past performance is no guarantee of future results. Inherent in any investment is the potential for loss. This material is being provided for informational purposes only and nothing herein constitutes investment, legal, accounting or tax advice, or a recommendation to buy, sell or hold a security. No recommendation or advice is being given as to whether any investment is suitable for a particular investor. It should not be assumed that any investments in securities, companies, sectors or markets identified and described were or will be profitable. All information is current as of the date of herein and is subject to change without notice. Any views or opinions expressed may not reflect those of the firm as a whole. Zacks Investment Research does not engage in investment banking, market making or asset management activities of any securities. These returns are from hypothetical portfolios consisting of stocks with Zacks Rank = 1 that were rebalanced monthly with zero transaction costs. These are not the returns of genuine portfolios of stocks. The S&P 500 is an unmanaged index. Visit https://www.zacks.com/performance for information about the performance numbers displayed in this press release.

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Tue, 22 Aug 2023 21:00:00 -0500 en-US text/html https://finance.yahoo.com/news/zacks-investment-ideas-feature-highlights-090000009.html Killexams : The Costs and Benefits of Biden’s Regulation

Fri, 18 Aug 2023 01:41:00 -0500 en-US text/html https://www.wsj.com/articles/biden-regulation-cost-benefit-analysis-7dcdb1ab
Killexams : Rescale Introduces High-Throughput Computing for Enhanced Parallel Processing in the Cloud

SAN FRANCISCO, Aug. 23, 2023 — Rescale, a leader in high-performance computing built for the cloud, announced High-Throughput Computing (HTC), a new capability on Rescale’s platform for running massively parallel computational jobs such as those used in semiconductor verification analysis, bioinformatics pipelines, and design space exploration.

High-throughput computing (HTC) can process millions of modeling, simulation, or data analysis tasks at the same time, helping analysts, engineers, and scientists accelerate research and product development.

Cloud computing creates new possibilities for R&D organizations to use HTC at unprecedented scale. To fully capture these benefits, organizations need sophisticated and robust management capabilities to securely manage HTC tasks across multiple cloud services and computing architectures. The Rescale HTC platform makes this possible.

Rescale’s HTC solution enables organizations to get optimized full-stack workload performance, with improved throughput, cost efficiency, and reliability beyond what’s possible from a single cloud provider. Rescale’s global multi-cloud coverage, combined with its performance intelligence, delivers best-in-class performance for any workload, anywhere, while offering visibility and control to help ensure HTC operations are efficient and secure.

To address the complexities of running HTC across a mix of cloud infrastructures, processor types and hardware architectures, Rescale’s HTC capability offers multi-cloud automation, unified data management, and full-stack security to help organizations more efficiently execute their HTC projects. Organizations can use Rescale HTC’s cloud-native container-based architecture to get the best hardware architectures for their compute jobs across any of the leading cloud computing service providers including AWS, Google Cloud, Microsoft Azure, and NVIDIA DGX Cloud.

“Rescale is helping Arm usher in a new era for chip design,” says Mark Galbraith, Arm’s vice president of Productivity Engineering. “Arm-powered cloud computing combined with the intelligent automation of the Rescale platform brings many benefits to our design and verification processes by not only helping Arm engineers create the world’s most advanced IP, but also enabling our ecosystem to take full advantage of multi-cloud resources for accelerating R&D. With Rescale, our engineering teams can access the best computing resources they need – including the price/performance and sustainability benefits of running on Arm architecture – whenever they need them.”

Rescale is demonstrating industry-defining scale and reliability for multi-cloud HTC operations. For example, Rescale HTC has demonstrated the ability to successfully run workloads with nearly half a million instantaneous vCPUs across two cloud providers and 12 regions, in just a few minutes. Over an eight week period Rescale HTC demonstrated successful runs of over 50 million core hours on Arm Architecture instances demonstrating 99.99 percent job reliability.

Rescale’s platform also enables the seamless adoption of the latest computing architectures, such as new Arm-based processors, from the most innovative and fast-moving cloud providers including AWS Graviton3, Google Cloud Tau T2A, Microsoft Azure Dpsv5, and NVIDIA GH200 Grace Hopper. Through Rescale’s AI-based Compute Recommendation Engine, workloads can automatically and seamlessly adopt the best hardware architectures commercially available individually tuned to the specific workload.

“Across industries we are seeing rapid adoption of high-performance computing and high-throughput computing, upon which customers are running simulation, applied AI, and machine learning for engineering and scientific workloads.” says Joris Poort, CEO of Rescale, “Arm is a great example of how Rescale is working with leading companies to accelerate innovation with the power of intelligent computing across clouds.

Beyond semiconductor verification and testing, Rescale’s HTC solution is ideal for a wide-range of use cases including drug discovery, computer-aided engineering, deep learning networks, image processing, molecular dynamics, computational chemistry, computer vision applications, synthetic data generation, AI data processing, and signal processing systems.

About Rescale

Rescale provides high-performance computing built for the cloud to empower engineers while giving IT security and control. The Rescale platform makes it simple for engineers and scientists to harness the most advanced software and computing architectures for cutting-edge, simulation and AI-driven innovation. For IT, the Rescale platform provides full stack security and support, and delivers policy-based financial and architectural controls to maximize performance and efficiency. Rescale powers the world’s leading companies to accelerate innovation across industries including life sciences, automotive, energy, semiconductor, aerospace, and manufacturing.

Source: Rescale

Wed, 23 Aug 2023 00:52:00 -0500 text/html https://www.datanami.com/this-just-in/rescale-introduces-high-throughput-computing-for-enhanced-parallel-processing-in-the-cloud/
Killexams : Analysis: How the youngest cohort of baby boomers fell behind

A decline in retirement wealth between older baby boomers and their younger Boomer counterparts has been expected due to the increase in Social Security’s full retirement age and a shift from defined benefit to defined contribution plans. However, new research from the Center for Retirement Research at Boston College characterized the retirement wealth of late boomers as “surprisingly low.”

Late boomers represent the first generation where workers could feasibly have spent their entire career covered by a 401(k) plan, and increasing 401(k) and IRA balances that were expected to offset the gap created by a decline in pension programs haven’t materialized for this age group, the brief said. 

Late boomers weren’t always behind in private retirement savings, according to the Survey of Consumer Finances (SCF), which has been conducted every three years since 1983.

“In fact, until their mid-40s, late boomers held more 401(k)/IRA assets than earlier cohorts at the same age,” said the brief. “Thereafter, however, that pattern changed abruptly; growth ceased and average assets actually dropped. While their balances did start to grow again as they moved into their 50s, their holdings remained significantly below those of earlier cohorts.”

The factor that seems to have caused this pattern change is the Great Recession, which hit when late boomers were in their 40s. Their employment rate dropped sharply during that time and the percentage of the cohort working did not rebound as the economy recovered, said the brief. Many late boomers ended up permanently unemployed, unable to contribute to their 401(k)s and often tapping into accumulated retirement assets to support themselves.

“Even among working households, the Great Recession appears to have taken a greater toll on late boomers than on earlier cohorts,” according to the brief. “When late boomers reached their 40s, their average earnings flattened out and then declined continuously thereafter, leaving them in their 50s with earnings generally well below those of early and mid boomers.”

Related: Is this a financial crisis? 4 in 10 retirement savers say yes, though generations diverge

Lower earnings were accompanied by a decline in the share of households participating in a 401(k) plan, and for those who continued to participate, the trajectory of their balances changed dramatically. After the economic collapse, late boomers had account balances largely below those of other boomers where they had exceeded those of earlier cohorts in the past, the report said.

Thu, 17 Aug 2023 01:32:00 -0500 en text/html https://www.benefitspro.com/2023/08/16/analysis-how-the-youngest-cohort-of-baby-boomers-fell-behind/?slreturn=20230724040131
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Liv Pure is a healthy weight loss supplement that offers liver purification to those who suffer compromised liver function.

Liv Pure Reviews SCAM: Analyzing The Benefits And Limitations Of Liv Pure Pill! TRUTH EXPOSED

Liv Pure Reviews


It is a liver fat-burning complex that optimizes liver function and may work well as a weight management supplement too. It is essentially a liver purification complex that comes in a capsulated form for easy oral ingestion. The Liv Pure liver health supplement can be taken by all adults without age restrictions who seek to reduce their body weight naturally. In this Liv Pure review, we'll look at the liver-cleansing formula's ingredients, how it works, side effects, and benefits.

MUST Read: Critical Report Released On Live Pure By Medical Experts

In current times, there is a surge in the number of patients who suffer from liver disorders. The National Institutes of Health (NIH) states in their latest report that obesity is the single most challenge that many people in the US face and has led to a rise in nonalcoholic fatty liver disease. Under the circumstances, health experts warn of serious consequences if it is left unchecked. The office-going population and those who lead sedentary lifestyles are at huge risk of developing severe liver conditions.

Liv Pure Reviews SCAM: Does This Pill Truly Enhance Liver Functions?

We undertook this mission to search for a healthy supplement that can naturally detoxify the liver and promote weight loss. We found Liv Pure to be our potential candidate on so many counts. Certainly, this is only our preliminary observation and requires detailed evaluation. Well, that is what we look to achieve in this Liv Pure review. For that purpose, we will glide through its many aspects like the working module, the benefits, the pros and cons, the pricing and availability, etc to supply you an in-depth view of the supplement.

So without further ado, let us begin our journey. Read this Liv Pure review in detail.

Supplement Name

Liv Pure


Help to promote healthy weight loss and liver function

Item Form


Bottle Quantity

60 Capsules


●     Silymarin

●     Betaine

●     Berberine

●     Molybdenum

●     Glutathione

●     Camellia Sinensis

●     Resveratrol

●     Genistein

●     Chlorogenic Acid

●     Choline


Take 2 capsules daily

Health Benefits

●     Supports Healthy Weight Loss

●     Promotes Liver Detoxification

●     Strengthen Fat Burning Process

●     Reduces Inflammation

●     Boosts Energy Levels

●     Contributes to Overall Health

Side effects

No  side effects reported  yet


●     Made using organic compounds and herbal extracts

●     Helps in detoxifying the liver and strengthen its functions

●     Boosts fat breakdown and supports sustainable weight loss

●     Free of genetically modified substances and chemicals

●     A fast-acting and healthy natural formula

●     Comes in the form of easy-to-swallow tablets

●     Affordable pricing is offered with huge discounts


●     Beware of counterfeits

●     Possible to have empty stocks

●     Avoid overuse to prevent complications


$69 for one Liv Pure bottle

Money-Back Guarantee

60 days


Official Website

Official Site

Click Here

What is Liv Pure?

Liv Pure is a fat-burning complex that is constituted to offer natural weight loss through detoxification of the liver. It is developed using core natural ingredients that have a reputation for serving humans in health aspects. The supplement is made in high-quality labs in the US which are approved by the FDA and certified by the GMP agencies. The Liv Pure liver purification supplement is the result of many years of dedicated research and clinical studies undertaken by a group of health scientists. It comes in the form of tablets that need to be taken daily for fast and efficient results.

How does Liv Pure support liver health restoration?

Liv Pure pill assures healthy liver function by removing the inherent toxins that are found in the liver. These toxins are the cause of the stagnant performance of the liver and the real cause of stubborn belly fat. Only a specialist liver supplement can systematically remove this fat and help the liver function normally. The Liv Pure fat burn supplement is compiled with a powerful blend of natural ingredients that combine to form a synergistic effect that effectively drains out the toxic buildup. After that, it helps to heal inflammation caused by the toxins and repair and rebuild the damaged cells helping the liver to function seamlessly. This results in the efficient breakdown of fat deposits and leads to your goal of sustainable weight loss.

What components make up the Liv Pure dietary supplement?

Liv Pure is made using core natural ingredients that offer an array of health benefits. In that case, it is advantageous to know more about its constituents for a better understanding. In this section of Liv Pure reviews, we will offer you the most up-to-date information regarding each one of them. Please go through the content below carefully. The Liv Pure ingredients are listed below:

  • Sylimarin- Sylimarin has been found to support protein synthesis that can deter the activities of free radicals and curtail inflammation. It also contributes towards liver cell regeneration by helping the repair and rebuilding of damaged cells.
  • Betaine- Betaine is an organic compound that can be of aid in the process of liver detoxification and healing up of inflammation caused by various toxins. It assists the digestion process and supports metabolic functions in the body.
  • Berberine- Berberine promotes optimal blood sugar levels and helps to lose body weight naturally. It supports the healthy functioning of the cardiovascular system by utilizing inherent bioactive properties.
  • Molybdenum- Molybdenum is instrumental in maintaining the elasticity of liver cells and assists the production of linoleic acid which can prevent toxin buildup. It also helps in the liver detoxification process and removes foreign particles accumulated in the liver.
  • Glutathione- Glutathione is an active ingredient that can greatly enhance the immune system and supports healthy liver function. It can play a great role in offering a reduction in body weight and helps metabolism.
  • Camellia Sinensis- Camellia Sinensis is a rich source of antioxidants and can help the liver to burn fat molecules effectively. It can be of great aid in the treatment of liver disorders caused by certain drugs and chemicals.
  • Resveratrol- Resveratrol can make a huge difference in the functioning of the liver by reducing liver fibrosis and helping out glucose metabolism. Furthermore, it can combat free radicals and bring down oxidative stress in the body, and aid in the production of healthy liver enzymes.
  • Genistein- Geinstein can actively deter liver toxicity and strengthen the metabolic functioning of the body. It can also support healthy lipid levels and accelerate sustainable weight loss.
  • Chlorogenic Acid- Chlorogenic Acid can go a long way in assisting fat breakdown and reducing inflammation in the liver. It helps inbreeding of gut-friendly bacteria that can support digestion and also enhance metabolic functions in the body.
  • Choline- Choline is an essential liver component and the absence of it may bring on severe health conditions such as fatty liver. It can also actively support the cognitive functions of the human body and assist in the efficient breakdown of fat for retaining optimal energy levels.

Check The Availability Of Liv Pure On The Official Website

Advantages of taking the Liv Pure supplement

Liv Pure liver purification formula comes with a host of additional benefits apart from liver detoxification and offering weight loss. In this section, we will be dealing with the general benefits that it may have on the overall health of its users. It is a bonus that comes for free with this supplement. Please read this Liv Pure review for a better understanding.

  • Supports Healthy Weight Loss- Liv Pure capsules help in the process of breakdown of fat cells in the body and augments the process of weight loss.
  • Promotes Liver Detoxification- The liver health supplement has powerful ingredients which remove toxic substances from the liver and help its efficient function.
  • Strengthen Fat Burning Process- Liv Pure helps in rebuilding damaged liver cells and helps the breakdown of fat more easily.
  • Reduces Inflammation- The supplement contains active agents that contain rich antioxidant properties that can target free radicals. It helps in curtailing its free run and reduces inflammation in the body.
  • Boosts Energy Levels- Liv Pure ingredients combine to form synergistic effects on the body which in turn helps it to retain optimal energy levels.
  • Contributes to Overall Health- The potent natural ingredients used in the supplement enhance the functioning of each unit of the body which ultimately results in the well-being of overall health.

Pros and cons of Liv Pure fat-burning supplement

Any supplement is bound to have certain pros and cons and Liv Pure is also not different in that aspect. Here we will highlight the pros and cons to have a neutral view of it. Please go through the below lines for a better understanding.


  • Made using organic compounds and herbal extracts
  • Helps in detoxifying the liver and strengthen its functions
  • Boosts fat breakdown and supports sustainable weight loss
  • Free of genetically modified substances and chemicals
  • A fast-acting and healthy natural formula
  • Comes in the form of easy-to-swallow tablets
  • Affordable pricing is offered with huge discounts
  • Comes with numerous health benefits
  • 100% money-back guarantee for 60 days
  • Developed in centers approved by the FDA and GMP
  • Available for purchase on the Liv Pure official website


  • Beware of counterfeits
  • Possible to have empty stocks
  • Avoid overuse to prevent complications

Check The Availability Of Liv Pure On The Official Website

Liv Pure dosage: How to use Liv Pure effectively?

Liv Pure formula comes in the form of dietary capsules in a well-insulated container. For best results, it is to be taken daily with a glass of water every day. You can take the supplement at any time with or without food. Please make sure that you use it every day without any breaks for the full prescribed period. If you are someone who has underlying medical conditions, please let your doctor know before you take the supplement to be on the safe side. 

What foods cause fatty liver?

There have been many studies in the past that revealed the real cause of fatty liver. It states that the consumption of refined carbohydrates, saturated fats, meat protein, etc is the real villain for the problem. Health experts comment that people should be careful with their diet and eat such food in moderation so that they remain healthy. They urge people to take healthy vegetable diets and oatmeal to deter fatty liver disease along with regular exercise and sufficient sleep.

Liv Pure side effects: What are the salient features of Liv Pure?

Liv Pure capsule is formulated using core natural ingredients that come without inducing any side effects. It helps in offering adequate sleep, more energy, and reduced hunger. The supplement may also offer additional benefits like clear thinking and contribute towards overall health.  These benefits come from its healthy natural ingredients which are used in many traditional as well as modern medications these days. The Liv Pure liver health supplement comes at affordable prices and has a 100% money-back guarantee valid for the full 60 days from the date of its original purchase.

Liv Pure price range explained

Liv Pure can be purchased from the official website availing huge discounts. If you are interested in buying the supplement, you can go to the supplement’s official website and make an online purchase. The package will be sent to you at the earliest at your convenient time. Online payment has been made easy and secure using the latest security features. Please note that the Liv Pure weight loss supplement is not available in any retail store or e-commerce website for purchase. It is recommended to buy it directly from the makers to avoid paying for counterfeit products.


Liv Pure supplement comes at affordable rates and attractive discounts. For the bulk purchase of three bottles, you avail huge discounts. If you prefer to buy six bottles, the prices go down further and you receive free US shipping. Single bottle purchase is also made available however you may avail only limited discounts and also the shipping charges come paid. For a better understanding, the pricing list is given below. Subsequently, you can visit the Liv Pure official website to know the latest pricing.

  • Get one bottle at $69 per bottle (30-day supply)
  • Get three bottles at $49 per bottle (90-day supply)
  • Get six bottles at $39 per bottle (180-day supply)

Click Here To Order Liv Pure From The Official Website

Does Liv Pure Offer A Money-Back Guarantee?

The makers of Liv Pure offer a 100% money-back guarantee valid for the full 60 days from the date of its original purchase. If you are not satisfied with the Liv Pure results, you can avail the offer and get a full refund. For this purpose, you can contact the customer support team and call the toll-free number or use the email system. The agents will walk you through the return process. A full refund will be issued within 48 hours once your returned item reaches its destination.

Liv Pure customer reviews: How do customers attain their best results?

Liv Pure formula has received a lot of customer reviews in the shortest possible time frames. A huge chunk of the user reviews are positive messages favoring the supplement. The users seem to be very satisfied with it having resolved their health problems. As per the Liv Pure customer reviews, some of the users vote for its fast-paced action while others are pretty impressed with its versatile benefits. It is also noted that the disapproving notes meant for the supplement seemed to be very low in their count.

Final verdict on Liv Pure reviews

Let’s wrap up this Liv Pure review by summarizing everything that we have discussed. Liv Pure is a liver health supplement that is constituted to benefit users who look forward to reducing their body weight naturally. It is made using core natural ingredients that have a track record of serving mankind for many centuries now. The supplement is developed in sterile facilities in the US which are approved by the FDA and certified by the GMP agencies. It comes in a capsulated form which makes it easy to consume and in a high-quality container that serves the purpose of mobility.

Liv Pure liver health supplement has received lots of positive feedback from experienced users in a short period. Many of the Liv Pure customer reviews suggest they are satisfied with the supplement and are ready to refer it to others. The supplement comes at affordable prices and offers huge discounts to customers. Besides, it has a 100% money-back guarantee valid for the full 60 days from the date of its original purchase. There are also no reports of any side effects for it from anywhere to this date. The aforementioned factors tell a confident story and we feel the Liv Pure supplement is worth a try.

Click Here To Order Liv Pure From The Official Website

Frequently asked questions

  • Why should I go for Liv Pure over others in the market?

Liv Pure supplement has offered supreme health benefits for many of its users. It is based on a purely natural formula and has no side effects. It comes at affordable pricing and has a 100% money-back guarantee for the full 60 days. All these factors make it an affordable choice.

  • Should I consult my doctor before taking Liv Pure?

Liv Pure has offered health benefits for many of its users in the past. However, if you prefer to consult your doctor before using it please go ahead for your peace of mind.

  • What if Liv Pure did not work in my favor?

Liv Pure liver purification supplement comes with a full money-back guarantee offer that is active for the full 60 days from the date of its original purchase. If you are not satisfied with the Liv Pure results, you can avail of the offer and go for a full refund.

  • How long should I wait for Liv Pure once the order is placed?

In typical conditions, the Liv Pure customer support team dispatches every order within 24 hours after it is placed. If you live in the US, you can expect to receive it within 5-7 business days. For international orders, it may take up to 10-12 days depending on the customs clearance.

  • Does Liv Pure offer free shipping charges for international orders?

No. Liv Pure supplement offers free shipping inside the US only for bulk purchases made for six bottles of the supplement.

Click Here To Order Liv Pure From The Official Website (60 Days Money-Back Guarantee)


Disclaimer: The views and opinions expressed in this sponsored article are those of the sponsor/author/agency and do not represent the stand and views of Mid-Day Group.Mid-Day Group disclaims any and all liability to any party, company or product for any direct, indirect, implied, punitive, special, incidental or consequential damages arising directly or indirectly from the use of this content.

Fri, 11 Aug 2023 04:05:00 -0500 en text/html https://www.mid-day.com/lifestyle/infotainment/article/liv-pure-reviews-scam-analyzing-the-benefits-and-limitations-of-liv-pure-pill-23303161
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