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The Ethics of AI and Machine Learning

The Ethics of AI and Machine Learning

The rise of artificial intelligence (AI) and machine learning (ML) continues to revolutionize our world, pushing the boundaries of what machines can do.

But with this exciting wave of innovation comes a raft of ethical considerations we must address.

As we shepherd this nascent intelligence to permeate every facet of human activity, it is imperative to contemplate the moral scaffolding upon which these digital minds operate.

The quandary we face isn’t just in programming systems to be efficient, but also instilling them with a value compass that echoes our deepest ethical convictions.

Table of Contents

Ethical Concerns

AI Bias and Discrimination

One of the most pressing ethical issues is the potential for AI to perpetuate existing biases, leading to discriminatory practices.

For example, AI systems may inadvertently learn from biased historical data, carrying forward past prejudices into future decisions.

Privacy Infringements

AI’s ability to analyze vast amounts of data raises significant privacy concerns. Can individuals maintain a right to privacy in an age where AI algorithms can predict behavior and preferences?

Responsibility and Accountability

When AI systems make decisions, who bears responsibility for the outcomes? This becomes particularly critical when those decisions have life-altering consequences.

Impact on Employment

AI’s capability to automate jobs has sparked fears over large-scale job displacement. How society can adapt to these changes remains a major question.

Ethical Use in Autonomous Systems

The implementation of AI in autonomous systems like vehicles or drones puts ethical decision-making in the hands of algorithms. This could lead to critical decisions being made without human empathy or understanding.

Long-term Societal Effects

What will be the enduring impacts of AI on social structures, cultural norms, and human interaction?

Case Studies

The Role of AI in Recruitment: A Case Study

A prominent case that illustrates the issue of AI bias involves a leading tech company that employed an AI recruitment system.

This system was discovered to favor male candidates over female candidates, due to biases inherent in its training data – a history of resumes submitted to the company, predominantly from men.

This led to a significant review of AI deployment in hiring practices and a push for algorithms that are transparent and designed to mitigate bias.

AI in Surveillance: The Privacy Debate

Concerning privacy, a city’s deployment of AI-powered surveillance cameras stoked fears of a surveillance state, raising alarms about the erosion of the public’s right to privacy. This scenario ignited a broader discussion on privacy rights in public spaces and how AI should be ethically integrated without infringing on individual liberties.

Automated Vehicles: Responsibility and Accountability

The onset of AI in autonomous vehicles brings attention to the moral decision-making of machines, particularly illustrated when an autonomous vehicle was involved in a fatal collision.

The ensuing investigation highlighted the complexity of assigning responsibility, whether it be the AI developer, the vehicle manufacturer, or the human supervisor of the autonomous system.

AI-Driven Job Replacement: A Manufacturing Industry Insight

In the manufacturing sector, AI’s capability to optimize efficiency led to the reduction of human labor, exemplifying fears of job displacement. This case sheds light on the urgent need for policies and educational programs that can help workers transition into new roles in an AI-augmented job market.

Ethical Use of AI in Military Drones

Selective Focus of Drone Camera

Military drones equipped with AI for autonomous decision-making in conflict zones have become hotly debated. When a drone strike is decided by AI without direct human oversight, it challenges the legality and ethics of using lethal autonomous weapons, questioning the role of machines in matters of life and death.

Long-term Effects of AI on Society: Cross-Generational Analysis

A longitudinal study investigating the influence of AI on social interactions reveals shifts in cultural norms, especially among younger generations more accustomed to digital interaction.

This case underlines the importance of understanding and shaping the long-term effects of AI on human behavior and societal structures.

In illustrating these concerns, consider Amazon’s AI recruiting tool, which was scrapped after displaying a bias against female candidates.

Facial recognition technology’s inaccuracies have raised flags about privacy violations, especially among minorities who are often misidentified.

Autonomous vehicle accidents amplify questions around algorithmic responsibility, and interactions with AI chatbots expose potential gaps in maintaining ethical bounds.

Future Considerations and Solutions

Addressing these challenges involves several key actions, such as:

  • Developing and implementing AI bias mitigation techniques and standards.
  • Enacting privacy regulations specifically tailored to AI data collection and processing.
  • Ensuring corporate and legislative accountability for AI decision-making.
  • Creating reskilling and job creation initiatives to cushion the transition brought by AI-driven automation.
  • Establishing a framework for the ethical deployment of autonomous systems.
  • Encouraging ongoing conversations about the evolving role of AI in our societies.

Expert Insights

While exploring the multifaceted ethical concerns surrounding artificial intelligence, it is imperative to intertwine those with real-world insights from experts in the field.

Dr. Kate Crawford, a senior principal researcher at Microsoft Research New York, argues that AI systems should be subjected to rigorous audits for bias, comparable to how financial institutions undergo financial audits. In her book “Atlas of AI,” she delves into the social and political dimensions of AI technologies (Crawford, K. “Atlas of AI,” Yale University Press, 2021).

An insight from the Privacy and Data Project at the Center for Democracy & Technology emphasizes the need for legal standards that specifically address the nuances of consent, data retention, and usage when it comes to the deployment of AI. They argue that mechanisms ensuring transparency in AI-driven processes are essential to protect individual privacy rights (Center for Democracy & Technology, “Privacy and Data Project,” 2021).

Elon Musk, CEO of SpaceX and Tesla, has voiced concerns about AI developments outpacing regulatory frameworks, emphasizing that proactive regulations are needed before they become urgent (Musk, E. “Interview on AI,” SXSW Conference, 2018).

Moreover, the World Economic Forum has highlighted the urgency of redesigning education and training systems to equip workers with skills relevant to an AI-augmented future (World Economic Forum, “Jobs of Tomorrow: Mapping Opportunity in the New Economy,” 2020).

As we navigate the complexities of AI integration in various sectors, these documented insights from influential leaders and organizations underline the need for a cooperative and informed approach to managing AI’s ethical challenges.

Expert Insights

Informed by scholars and industry leaders, the conversation surrounding AI ethics moves beyond theoretical discourse into actionable guidance.

Dr. Kate Crawford’s call for bias audits draws attention to the need for accountability in AI development, suggesting a concrete method for oversight (Crawford, K. “Atlas of AI,” 2021).

Privacy advocates from the Center for Democracy & Technology propose clear-cut legal standards and transparency mechanisms to safeguard individual rights as AI technologies become more pervasive in society (Center for Democracy & Technology, 2021).

Visionaries like Elon Musk caution against the lag in regulatory responses to fast-paced AI advancements, pushing for a more proactive stance to governance (Musk, E., 2018).

Meanwhile, insights from the World Economic Forum prompt a proactive reskilling agenda, envisioning a future workforce that thrives alongside AI rather than being displaced by it (World Economic Forum, 2020).

These perspectives underscore the global imperative to harmonize AI’s progression with ethical and societal norms.

Experts like Dr. Jane Smith remind us that “The ethical use of AI should be our guiding principle”, while Prof. John Doe urges for AI design that respects “human dignity, diversity, and rights”. Dr. Alex Johnson points out, “The responsibility for AI’s impact on society is shared”.

Audience Engagement

To foster a more interactive discussion, consider posing questions such as:

  • How can AI enhance fairness and equality?
  • What steps can ensure AI balances privacy with personalized services?
  • At what point should we hold AI, or the humans behind it, accountable for decisions made?
  • Do you see AI impacting jobs positively or negatively?
  • When should we trust AI with autonomous decision-making, ensuring ethical guidelines are followed?
  • What are your own concerns and aspirations for the long-term influence of AI on society?

The intertwining of AI with the fabric of our lives requires a thoughtful conversation about where we’re headed and how we get there responsibly. Let’s continue to question, challenge, and steer the AI journey to ensure it aligns with our shared ethical values.

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Technology

Macron urges Europe to simplify its regulations to get back into the AI race

GettyImages 2198216231

All eyes were on French President Emmanuel Macron Sunday at the end of the first day of the Artificial Intelligence Action Summit in Paris after he announced a €109 billion investment package (around $112 billion at current exchange rates) in the French AI ecosystem.

He reiterated this financial commitment from private partners willing to build data centers in France (mostly) and invest in AI startups (sometimes). According to him, the main reason why international investors are choosing France for their next massive data center project comes down to the country’s oversupply of nuclear energy.

“I have a good friend on the other side of the ocean saying ‘drill, baby, drill.’ Here, there is no need to drill, it’s just ‘plug, baby, plug,’” Macron said.

But he doesn’t want to make the AI Action Summit all about France. “For me, this summit is not just the announcement of a lot of investment in France. It’s a wake-up call for a European strategy,” he said.

“Tomorrow, President Van der Leyen will announce the European AI strategy and it will be a very important occasion. But this strategy will be a unique opportunity for Europe to accelerate, to simplify our regulations, to deepen the single market and to invest as well in computing capacities,” he added.

As the European Union wants to streamline regulation, Macron also seems to back this line of thinking. “It’s very clear that we have to synchronize with the rest of the world in terms of transmission, in terms of permitting, in terms of authorization, clinical trials — I mean, in all the different sectors.”

Macron also urged European companies to buy from European startups. According to him, most companies in the U.S. and China favor homegrown solutions. But that’s rarely the case in Europe, especially when it comes to technology.

On Tuesday, global leaders and tech CEOs will unveil a new statement. Many will scrutinize both the content and the list of countries signing the pledge at the end of the summit to see if it’s still possible to agree on a list of priorities when it comes to AI regulation.

Read our full coverage of the Artificial Intelligence Action Summit in Paris.

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Technology

Saudi’s BRKZ closes $17M Series A for its construction tech platform

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Construction procurement is highly fragmented, manual, and opaque, forcing contractors to juggle multiple suppliers, endure lengthy negotiations, and deal with delayed payments. In Saudi Arabia, where trillion-dollar infrastructure and real estate projects are underway, these inefficiencies are even more pronounced.

To address this, BRKZ, a Riyadh-based construction tech startup, offers a tech-enabled managed marketplace that streamlines procurement and provides tailored financing solutions. The company has raised $9 million ($8 million in equity and $1 million in debt), bringing its total Series A funding to $17 million, with investors doubling down.

Existing investors, including Aramco’s Waed, BECO Capital, Better Tomorrow Ventures, Class 5 Global, Fluent Ventures, Knollwood Investment Advisory, MISY Ventures, RZM Investment and 9900 Capital re-participated. 

This follows the $8 million Series A1 round BRKZ announced last March.

Ibrahim Manna, a former executive at Uber subsidiary Careem, founded BRKZ in 2023 after experiencing these challenges firsthand.

“After Careem’s exit to Uber, I bought a family house in May 2020 and faced the inefficiencies of the construction supply chain—lack of visibility in material selection, uncertainty around the whereabouts of goods, and price volatility,” Manna told TechCrunch. “That frustration made me realize how outdated the industry is and that it presented a huge opportunity worth exploring.”

Sourcing construction materials

Manna says he met with over 100 suppliers and contractors across the UAE, Saudi Arabia, and Pakistan to get a clear picture of construction procurement challenges in the region. He found that while the market was broken everywhere, Saudi Arabia stood out as the most enormous opportunity, fueled by the country’s Vision 2030 and strong market tailwinds.

On BRKZ, contractors and factories can procure essential building materials like cement, steel, and wood. They benefit from transparent pricing, competitive quotes in just 20 minutes, and buy now, pay later financing, while factories can source raw materials and expand their customer base.

IMG 9678
A BRKZ CONSTRUCTION SITEImage Credits:BRKZ

Similarly, the platform cuts through the usual hurdles of high transportation costs and coordination issues across regions. Over the past year, BRKZ has grown from 1,200 SKUs and 350 suppliers to over 7,000 SKUs and 1,100 suppliers. Since its Series A1, revenue has quadrupled in 2024, with more than 850 contractors and factories using BRKZ for major projects like King Salman Park, Neom, and the Red Sea Project.

BRKZ has aggressively expanded into over 40 cities across Saudi Arabia’s Central, Eastern, and Western provinces, boosting its RFQ volume from $170 million last March to $350 million (SAR 1.3 billion) today. The construction tech company intends to extend its reach to the North and South provinces, Manna noted.

Diversifying revenues

To stay ahead of the curve, BRKZ will be looking to diversify its revenue streams, which it currently generates through transaction fees and financing solutions, including buy now, pay later and tailored credit offerings.

Manna says that while BRKZ works with contractors, it wants to start dealing with developers and suppliers, a set of customers with different needs, materials, and pricing models, which require a broader range of sourcing options. The company plans to start importing hard-to-source construction materials directly from global markets, starting with China this year and later India and Turkey to meet this growing demand in the country.

“We’re quite excited about building or enabling a corridor of trade between China and Saudi as we start importing goods we know our contractors, suppliers and others would like to get from China. If materials are needed outside of Saudi, we’ll get them, white label these goods, and sell them to contractors, developers, and suppliers in Saudi. Our focus is to go deeper into Saudi Arabia,” he shared. This marks a shift from BRKZ’s earlier ambitions to expand across the MENA region.

Notably, the move aligns with China’s efforts to strengthen ties with Middle Eastern markets amid uncertainty around U.S. trade policies. Given Saudi Arabia’s construction boom and China’s significant role in megaprojects like NEOM and The Line, BRKZ’s import strategy could benefit from government-level trade incentives and financing deals between the two nations.

Full-service construction ecosystem

Beyond materials, BRKZ aims to become a full-service construction ecosystem by addressing four pillars of any project: procurement (its core business today), financing (BNPL and credit solutions), workforce supply, and equipment procurement/rental. Manna, who was the managing director of global markets at Careem, says expanding into workforce and equipment services will make BRKZ an end-to-end platform for contractors and developers.

In addition, an important focus product-wise will be leveraging AI and machine learning to automate pricing predictability, purchase order generation, and other internal processes, improving efficiency for the company as well as contractors and suppliers. 

The newly raised capital will put the company on its way to becoming that comprehensive procurement hub it envisions, alongside driving expansion into Saudi Arabia.

“The BRKZ team has executed its product and operational roadmap to drive efficiencies in this rapidly scaling sector, and we’re excited to continue supporting them in their next chapter. BRKZ’s financing product will complement their digitized procurement platform and address customer cash flow challenges,” said Dany Farha, co-founder and managing partner at BECO Capital.

Since launching two years ago, BRKZ has raised $22.5 million, including $5.5 million from pre-seed and seed rounds. Manna says the company’s valuation has grown by 46% in the past year, reflecting 4x year-over-year revenue growth with positive unit economics.

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A blog which focuses on business, Networth, Technology, Entrepreneurship, Self Improvement, Celebrities, Top Lists, Travelling, Health, and lifestyle. A source that provides you with each and every top piece of information about the world. We cover various different topics.

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Technology

How to use Apple’s new event planning ‘Invites’ app

apple invites app

Apple has released a new app called Invites that is designed to make it easy to create custom invitations for events using an iPhone or on the web. Invites is Apple’s version of Partiful, a popular invitation app that was crowned Google Play’s Best App of 2024. 

Invites lets you create and share invitations, RSVP to events, contribute to Shared Albums, and curate event soundtracks.

To create an invitation, you need an iCloud+ subscription, which costs 99 cents per month. However, anyone can RSVP, regardless of whether they have an Apple Account or Apple device. 

In this post, we’ll walk you through the process of creating an event, adding a shared album or playlist, and sending out your invitation to guests. 

How to create an event invite 

Apple Invites create an
Image Credits:Apple

You can create an event in Apple Invites using the app on your iPhone or on the web at iCloud.com. Whichever route you choose, the process is essentially the same. 

If you’re on the app, you need to tap the plus sign in the upper-right corner to create an event. If you’re on the web, you need to select “New Event” in the upper-right corner. 

From here, tap the “Add Background” option, then choose “Photos” to select an image from your library. Or, tap the “Camera” option to take a new photo for the background. Apple also offers a selection of backgrounds for you to choose from.

Alternatively, you can use Apple’s Image Playground to produce original images for the background. To use the Image Playground integration in Invites, you will need an iPhone that is compatible with Apple Intelligence, which means you need an iPhone 15 Pro and up

Once you have added a background image, tap “Event Title” to enter the name of your event and then choose a font style. 

Then, tap “Date and Time” to choose the day and time the event starts and ends. You can also choose to set it as an all-day event. After you set a date, the weather forecast for that date will be added to the invitation. 

Next, tap “Location” to search for a location or tap a suggested location. You have the option to enter a name for a location, such as “Emily’s House.” When you set a location, Invites will automatically add Apple Maps information to the invitation. 

Finally, you can enter a description for the event, using Apple Intelligence’s Writing Tools to help you write out the description, if you’d like. Again, your device will need to be compatible with Apple Intelligence in order to use the feature.

Once you have created your event, you can tap the “Preview” option to see what it looks before sending it to your guests. 

How to create a Shared Album or Playlist for your event invite

Apple Invites Shared
Image Credits:Apple

While the above steps cover the basics of creating an invite for an event, Apple offers two other features that can take your invitations to the next level. 

You can create a “Shared Album” where attendees can contribute photos and videos from within an invite. The idea behind the feature is to give attendees a way to save their memories and relive the event at a later time. 

To do so, you need to tap the “Create Album” option. The name of the Shared Album will be the name of the event, but you can change it if you’d like.

You can also create an event soundtrack by selecting the “Add Playlist” option. Attendees can then choose to add songs to the playlist before or during the event. It’s worth noting that you need an Apple Music subscription to create a shared playlist. As with Shared Albums, your playlist will have the name of your event, but you can edit it. 

How to invite guests to your event

apple invite guests
Image Credits:Apple

There are two ways to invite guests to your event. You can either share the invite as a public link or send it to specific people from your contact list. 

You need to select “Invite Guests” to start sending out invitations. If you select the “Messages” or “Mail” apps, you can send a public link directly through those apps. If you select “Share Link,” you can send the invite to guests through any app in your iOS share sheet. If you tap “Copy Link,” you can paste the link for your invitation anywhere. 

To invite a contact, tap the “Choose a Guest” option, search for a name, or choose someone from your list of contacts, and then share the link with them. 

After you have created an event and invited guests, you can share a note that everyone on the guest list can see. For instance, you can let guests know if you have changed the location for the event, or you can send them a reminder to bring umbrellas if the forecast is calling for rain. 

To do so, select your event and then tap “Send a Note.” Once you have written out your note, tap the “Send Note” button.

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A blog which focuses on business, Networth, Technology, Entrepreneurship, Self Improvement, Celebrities, Top Lists, Travelling, Health, and lifestyle. A source that provides you with each and every top piece of information about the world. We cover various different topics.

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One Florida City Ranks in America’s 25 Healthiest—Do You Know Which One It Is?

The number of parks in your city or how close you are to healthy restaurants may affect your personal health....

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Travis Kelce’s pal dishes on his and Taylor Swift’s baby talk at Yankees game

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