#data reduction

[cloudinnovations]

What is Data Reduction ?

Data reduction techniques refer to various methods and approaches used to reduce the size, complexity, and redundancy of data while preserving its essential information. These techniques are applied in diverse fields such as data storage, data analysis, machine learning, and data transmission. The primary goal of data reduction is to optimize storage resources, improve computational efficiency, enhance data processing speed, and facilitate easier data management. 

Here are some common data reduction techniques: 

1. Data Compression: Data compression involves encoding data in a more compact form to reduce the number of bits required for storage or transmission. Compression can be either lossless or lossy. Lossless compression techniques ensure that the original data can be perfectly reconstructed from the compressed version, while lossy compression sacrifices some details to achieve higher compression ratios. Popular compression algorithms include ZIP, GZIP, and LZW (used in GIF images). 

2. Deduplication: Deduplication, also known as data deduplication or duplicate data elimination, involves identifying and removing duplicate or redundant data within a dataset or storage system. By storing only a single instance of each unique piece of data and referencing it elsewhere, deduplication reduces storage space requirements and improves data efficiency. Deduplication is commonly used in backup systems, file storage systems, and cloud storage. 

3. Dimensionality Reduction: Dimensionality reduction techniques aim to reduce the number of variables or features in a dataset while preserving the important characteristics and minimizing information loss. This is particularly useful in machine learning and data analysis tasks where high-dimensional datasets can lead to computational inefficiencies and the curse of dimensionality. Techniques like Principal Component Analysis (PCA), Linear Discriminant Analysis (LDA), and t-SNE (t-Distributed Stochastic Neighbor Embedding) are commonly used for dimensionality reduction. 

4. Sampling: Sampling involves selecting a subset of data points from a larger dataset for analysis or modeling purposes. Instead of using the entire dataset, a representative sample can provide insights and results that approximate those obtained from the complete dataset. Sampling reduces computational and storage requirements, speeds up analysis, and can be particularly useful when dealing with large datasets. 

5. Data Aggregation: Aggregation involves combining multiple data points or records into a single representative value or summary. This is commonly used in data summarization, where large datasets are condensed into smaller, more manageable representations. Aggregation techniques include calculating averages, sums, maximums, minimums, or other statistical measures for groups of data points. 

6. Filtering: Filtering involves removing unnecessary or irrelevant data from a dataset based on specific criteria or conditions. This can be done to remove noise, outliers, or data points that do not meet certain requirements. Filtering helps improve data quality, remove unwanted information, and focus on the most relevant data for analysis or processing. 

Data reduction techniques play a crucial role in managing and extracting insights from large datasets. By reducing data size, complexity, and redundancy, these techniques enable more efficient storage, faster processing, and improved decision-making capabilities across various domains. By collaborating with professional AWS Managed Service Provider, you can utilize the cloud environment at its best. However, it's important to carefully consider the trade-offs between data reduction and the potential loss of information, as some techniques may result in a partial loss of data fidelity or detail. 

[foxgirltail]

> opens up the source code for analytical AI and generative AI

> they're the same

[truetechreview]

Ultimate Guide to DeepSeek AI for Business Growth

Table of Contents of DeepSeek AI for Business Growth1. Introduction: Why AI is Essential for Modern Business Growth2. What Is DeepSeek AI?3. Top 5 DeepSeek AI Tools for Scaling Businesses3.1 Demand Forecasting Engine3.2 Customer Lifetime Value (CLV) Predictor3.3 Automated Supply Chain Optimizer3.4 Dynamic Pricing Module3.5 Sentiment Analysis Hub4. How DeepSeek AI Reduces Costs and Boosts…

[captainsolocide]

it's simple: I hate coding when the code isn't working and I love coding when it is

[orcelito]

Worst thing about having taken business classes is that I see people complain about bullshit companies are pulling and a part of my brain goes "Oh, that's an effective tactic for cost reduction" or something around those lines. And then the part of my brain that is Not a wannabe businessman is just like "Bro."

[montrosepretty]

Reaching new levels of jokerfication over coding tonight

[plethoraworldatlas]

The innovation of a 3D-printed device from the University of Edinburgh could pave the way to the abolition of animal testing. The plastic “body-on-chip” device contains human cells from five major organs — the brain, heart, lungs, kidneys, and liver — and simulates chemicals moving through the circulatory system by using positron emission tomography (PET) scanning. “This device is the first to be designed specifically for measuring drug distribution … essentially, allowing us to see where a new drug goes in the body and how long it stays there, without having to use a human or animal to test it,” Liam Carr, inventor of the device, told The Guardian. Future models could also show how organs in different stages of disease react to medicine — as well as how everyday items like foods, aerosols, and cleaners affect the human body — improving precision in biomedical experiments. This device is an example of innovation in biomedical models that could replace animal testing. It could also be cheaper and faster than testing new drugs on live animals. “This device shows really strong potential to reduce the large number of animals that are used worldwide for testing drugs and other compounds, particularly in the early stages, where only 2% of compounds progress through the discovery pipeline,” said Dr. Adriana Tavares of the University’s Centre for Cardiovascular Science according to WION News.

[asestimationsconsultants]

Meeting Circular Economy Demands Through an Industrial Estimating Service

Introduction As industries evolve to meet sustainability goals and reduce environmental impact, the principles of the circular economy are gaining momentum. A circular economy emphasizes keeping materials in use, minimizing waste, and designing for recyclability. While these values are often discussed at the design and policy level, they also have a direct influence on cost planning and project feasibility. Industrial estimating services are increasingly being called upon to factor circular economy considerations into their cost models, enabling smarter resource use and long-term value recovery.

Understanding the Circular Economy in Industry In contrast to the traditional linear model of "take, make, dispose," the circular economy focuses on extending the life cycle of materials and products. This includes strategies like reuse, remanufacturing, recycling, and designing out waste. For industrial projects, this may involve selecting recyclable materials, designing modular components for easy disassembly, or budgeting for end-of-life recovery processes.

These strategies aren’t free — they come with specific costs and trade-offs that need to be identified early. That’s where an industrial estimating service becomes indispensable.

The Expanding Scope of Estimating Services Traditionally, industrial estimating services focused on materials, labor, and equipment to forecast initial capital expenditures. However, the move toward circular design and sustainability has added new dimensions to the estimating process. Modern estimating services must now account for:

Lifecycle Costing: Estimating not just the upfront costs but also maintenance, repair, and recycling costs.

Material Recovery Value: Including the future resale or salvage value of materials in cost plans.

Sustainability Incentives: Factoring in subsidies, tax credits, and compliance costs for meeting green certification standards.

Modular and Flexible Design: Costing for structures that allow easy upgrades, relocations, or disassembly.

Cost Implications of Circular Economy Design Choices Incorporating circular strategies into industrial projects may increase costs in one phase but reduce them significantly in others. For example, using modular steel components might be more expensive than cast-in-place concrete initially, but the steel can be recovered and resold after the facility’s lifespan ends.

An industrial estimating service evaluates these trade-offs to help clients make informed decisions. These services use sophisticated modeling techniques to compare multiple scenarios — traditional linear construction vs. circular design — to demonstrate the financial and environmental impacts over time.

Leveraging Data for Circular Metrics To support circular economy goals, estimators rely on specialized databases that provide:

Environmental Product Declarations (EPDs): Which offer data on material sustainability.

Recyclability Ratings: For common industrial components and systems.

Deconstruction and Salvage Cost Benchmarks: Allowing precise planning for eventual material recovery.

Carbon Cost Multipliers: Quantifying the cost of embodied carbon emissions for different materials.

These inputs help estimators develop comprehensive cost models that align with both project budgets and sustainability mandates.

Industrial Use Case: Circular Design in a Manufacturing Plant Consider a manufacturing company planning to build a new facility with a 25-year operational life. The client wants to explore circular economy principles to support their ESG (Environmental, Social, and Governance) commitments. The industrial estimating service analyzes options like recycled steel framing, modular wall systems, and demountable interior components. They compare initial costs, lifecycle values, and the estimated salvage worth of components after decommissioning.

Although the circular design has a 12% higher upfront cost, the estimator shows that long-term savings from lower maintenance and higher salvage value reduce the net lifecycle cost by 18%. These insights help the client justify the upfront investment to stakeholders and comply with environmental regulations.

Aligning with Stakeholder Expectations Government bodies, investors, and clients are increasingly favoring businesses that integrate circularity and sustainability into their operations. An industrial estimating service ensures that these objectives are baked into the budget from day one, improving project transparency and attracting eco-conscious investors.

Estimators also help with reporting and documentation required for:

Green building certifications like LEED or BREEAM

Corporate sustainability audits

Government grant applications tied to environmental goals

Challenges and Opportunities Meeting circular economy demands can be complex due to lack of standardized cost data, varying regional regulations, and supply chain uncertainty for recycled materials. However, estimating services that invest in robust data systems and cross-disciplinary collaboration can turn these challenges into competitive advantages.

By being early adopters of circular metrics, these services position themselves as valuable partners for future-focused industrial projects.

Conclusion As industries transition to more sustainable models, the role of an industrial estimating service is expanding beyond cost control to strategic sustainability alignment. By integrating circular economy principles into the estimating process, these services enable better financial planning, resource efficiency, and environmental compliance. They not only help meet today’s project demands but also contribute to building a more responsible and regenerative industrial future.

[goodoldbandit]

The IT Revolution: Paving the Way to a Greener Future with Carbon Footprint Reduction.

Sanjay Kumar Mohindroo Sanjay Kumar Mohindroo. skm.stayingalive.in Explore actionable strategies and breakthrough innovations in #GreenIT for reducing data center emissions, with clear steps toward a lower carbon footprint and sustainable IT infrastructures. This blog post takes you on a deep dive into the world of #GreenIT and the urgent drive toward carbon footprint reduction in our data…

[thefrogwhobarks]

For real tho, you can almost skip the first two years of computer science if you've done homestuck. The only thing stopping you from doing that is the fact that no one would understand you if you told them that you are homestuck certified.

My partner made a terrible comment about Minecraft's bundles that I think tumblr would appreciate.

So, you know how you need to remove all the items in the order they appear in up until you reach the one you actually want, right? Which- Gets super messy and ends up with 300 inventory items dropped on the ground while you're digging in your bag to get that goddamn pot.

Well. Uh. They noted, with their very limited knowledge on it, that uh...

they literally reinvented homestuck's terrible captchalogue's systems, huh

[y5logisticsinc]

If you’ve ever tried to ship goods overseas, you know how many moving parts are involved. Between customs paperwork, tracking multiple carriers, and trying to meet delivery deadlines, it can get overwhelming fast. That’s where freight forwarding comes in—it takes the pressure off and helps everything run smoother. For businesses working with Y5 Logistics Inc., it gets even easier thanks to smart tools that keep things organized behind the scenes—like transport management software in Los Angeles, California.

[ctcnewsca]

🇨🇦🇺🇸 Canadian travel to the U.S. has plummeted by 500,000 due to an escalating trade war, impacting crossings and commerce. 🇨🇦🇺🇸 Uncover the stats, trends, and reasons behind this shift 👇🏻

[tedkaczynskiofficial]

I absolutely agree that denying people medication in the name of stopping some people who may be addicted from getting drugs is awful and the antithesis of how medicine should work.

That said, painkillers are addictive, and there needs to be an effort to make sure people's pain is being managed appropriately and that doctors aren't creating addiction that didn't exist before. The whole reason the pendulum has swung in the direction of "painkillers are evil, don't give them even to people who are in agony" is because they used to just kind of be given out, and that caused a lot of harm.

Medical ethics and healthcare policy aren't simple issues to tackle. Obviously, nobody with good intentions wants people to be in pain. Purdue settled for a lot of money because OxyContin hurt a lot of people; the solution is not as simple as making opioids and other painkillers a free for all.

It is actually way better for 100 addicts to get their fix on pain pills than a single person in pain go without. I call this the "Torture is bad" principle. You should be able to get the good stuff forever after a single doctor's visit. If you're worried about addicts fund rehab centers and needle exchanges instead of torturing people.

[teleglobalinternational]

Cloud Computing's Role in Remote Work During 2020

Introduction:

Cloud computing has been at the core of business processing worldwide. But a impact of remote work and digital transformation accelerated like never before. For a survival and growth businesses are turns to the cloud for scalability, security, and efficiency. Cloud computing is one of the most successful innovations since its inception in the mainstream market. It is safe to conclude that Cloud Computing and its benefits such as cost savings, increased efficiency, and improved opportunities are not unheard by any IT professional today. According to a few reports, it is estimated that 83% of the total workloads in businesses globally would be on the cloud by 2020. And it seems to be matching the current figures. Of the 83%, 41% of workloads are believed to be on public cloud platforms.

All the major sectors of businesses such as financial institutions, manufacturing, and healthcare have significantly progressed in adopting the cloud in recent times.

How the Cloud will help Businesses?

Despite the negative sides to the cloud such as security and data loss, the cloud has ways to protect the data for assurance that it remains accessible and secure at all times. Here are some of the ways to use the cloud for your business in 2020.

Data Archival and Storage Optimization

Businesses are aware of the importance of data when it comes to strategy and future estimation. In 2020, being the last year in the decade, cloud computing will play an important role in data storage and archival. Due to this, Cloud services providers are already engaged in providing extra space to the clients for 2020.

Enabling a Mobile Workplace

With the rise of shared workspace businesses of Bootstart and Awfis, startups require flexible IT Infrastructure. Cloud is the perfect solution to this as it is accessible from any part of the world at any time. Enhancing productivity and collaboration.

Secure Data Sharing

Whether you’re at the office or somewhere else, Cloud-based platform enables real-time data sharing at your ease. Once the data is in the backup, sharing files is as easy as sharing a link.

Cost-effective File Storage

In a small and mid-sized business, Cloud-based storage eliminated the need for physical hard drives, offering scalable, secure, and environmentally sustainable alternatives. Many data centers transitioned to green technologies, contributing to lower carbon footprints. Cloud will be a great replacement for small businesses and startups, currently storing data in the local system.

Scaling Business Growth

Cloud computing allowed businesses to scale operations on demand without heavy capital investments. Companies could expand or reduce cloud resources as required, eliminating the need for costly in-house IT infrastructure.

Cost Reduction

Paying a full-fledged in-house team is not feasible for small businesses and startups. Managed cloud services providers are the best option to choose when it comes to the cloud. The cloud services providers are responsible for maintaining the software, hardware, and infrastructure of your business at a very low cost.

Cloud gets Global

Looking at all these advantages, the year 2020 will play a major role in the growth of cloud innovation for business with IoT, AI and Big Data Integration accelerating digital transformation. This will lead to greater global collaboration and communication among companies globally.

Key Takeaway: The Future of Cloud Computing

The research will drive more innovations, which means that each passing year will bring new challenges and more opportunities for the IT industry. The innovative technologies will make businesses to re-think about their strategic necessity and infrastructure to remain competitive. While the businesses aiming for agility and versatility, efficiency will be an achievement.

By leveraging cloud consultancy services, businesses can stay updated with industry trends, optimize infrastructure and drive sustainable growth in the market with a cloud.

[oconnorassociate]

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