Ethical AI: Janine Lloyd-Jones Explores How to Harness Technology for Positive Impact
Ethics & Society, Interviews
Janine Lloyd-Jones, Faculty: On the ethical considerations of AI and ensuring it’s a tool for positive change
The advantages of AI are becoming increasingly apparent as its applications grow. However, it is vital to thoroughly assess the technology’s impact to maintain public confidence. AI News spoke with Janine Lloyd-Jones, director of marketing and communication at Faculty, about unlocking AI’s potential while ensuring its use remains beneficial.
Ethical Considerations in AI Deployment
AI News: What are the constraints, ethical considerations, and potential for deep reinforcement learning?
Janine Lloyd-Jones: While reinforcement learning proves useful in areas like gaming, robotics, and chatbots, we cannot fully harness these capabilities due to significant risks and maintenance challenges associated with these models. As AI increasingly influences critical decisions in our lives, ensuring its safe operation becomes more crucial. We have developed an innovative explainability tool that quickly generates explanations, incorporating causal relationships, thereby facilitating model performance improvements. This tool has been vital for our Early Warning System (EWS), enabling NHS staff to interpret forecasts effectively and enhancing the adoption of the tool.
The Need for Regulation
We believe clearer regulations are essential for the safe use of AI, guided by what is feasible to implement without hampering innovation. Regulations must be context-specific; for instance, safety is paramount when AI impacts medical diagnostics, unlike a scenario where it decides which advertisement to display. As we evolve our tools and regulations, it is thrilling to anticipate the transformative capabilities of complex AI, such as deep reinforcement learning, in our industry and society.
AI’s Role in Combating Climate Change
AI News: Faculty is taking commendable steps to lower its carbon footprint. How can AI contribute to addressing climate change?
Janine Lloyd-Jones: We are committed to leveraging AI to tackle significant global issues. Similar to other tech firms, our substantial carbon emissions originate from cloud computing, which surpasses that of the aviation sector. Nonetheless, sustainable AI can offer solutions. Our initiatives include data analysis for Arctic Basecamp and regulating pressures on the UK gas grid. We are enhancing our collaboration with environmental organizations to combat climate change using AI.
The Future of Automation in Factories
AI News: How quickly do you believe factories will either become “dark” with minimal human oversight or achieve substantial autonomy? How should the workforce prepare for this shift?
Janine Lloyd-Jones: AI has yet to become ubiquitous, so fully autonomous factories are not imminent. Most businesses utilize AI to increase efficiency and improve productivity. The potential of AI is enormous and will reshape industries. It can become the organization’s subconscious, swiftly processing vast amounts of data, thereby allowing humans to concentrate on tasks requiring their unique insights and understanding.
Partnership Successes with the NHS
AI News: The NHS improved its forecasting capabilities through its collaboration with Faculty. What successes were achieved, and what insights were gained to enhance future predictions?
Janine Lloyd-Jones: We take great pride in our partnership with the NHS. Our pioneering Early Warning System (EWS) played a vital role in the NHS’s nationwide pandemic strategy, allowing for advance forecasting of Covid-19 case spikes and hospital admissions. These forecasts were instrumental in ensuring adequate staffing, bed availability, and essential resources during critical times.
Faculty’s AI model has gained traction, currently utilized by over 1000 users within the NHS. Following the successful implementation of this tool, we are exploring additional areas where AI forecasting can enhance service delivery and patient care. This includes predicting demand for A&E services and managing winter pressures. Our Early Warning System (EWS) employs our Operational Intelligence software, utilizing Bayesian hierarchical modeling to generate forecasts that range from a national scale down to individual trusts. This software has also proven effective in demand forecasting across various scenarios, including consumer goods.
Recently, Faculty has experienced rapid growth, securing £30 million in funding, projected to create 400 new jobs and speed up international expansion. We aim to empower more customers with AI, enabling them to make impactful real-world decisions. Enhancements to our technology, coupled with recruitment efforts, will play a pivotal role in our future strategy. Additionally, we are intensifying our focus on AI safety research to ensure that our AI models operate safely and efficiently.
At this year’s AI Expo Global, we are eager to reconnect face-to-face with fellow exhibitors and attendees. Our exhibit will highlight our Customer Intelligence software, which is primarily used in consumer sectors to showcase how marketing influences customer behavior. A significant portion of marketing budgets is wasted on ineffective targeting. Our technology equips marketers with insights to focus their efforts more appropriately.
We will also present our Faculty Fellowship, an in-house learning and development initiative where organizations can engage top data scientists for six weeks prior to making hiring decisions. This program is especially vital considering the increasing demand for talent in the UK tech industry. Notable companies, including Virgin Media and Vodafone, have already participated, along with leading startups like The Trade Desk and JustEat.
October marks the 20th anniversary of the Faculty Fellowship, a cherished milestone for us. With a soaring demand for data scientists — exceeding 100,000 vacancies in 2020 — we have expanded the program this year to include an additional fellowship. Our ongoing efforts are geared toward attracting top talent and simplifying the hiring process for partner firms. The fellowship is designed to require only 2-3 hours of investment from companies, allowing them to embed an elite data scientist into their teams rapidly.
Faculty is eager to share these essential insights at this year’s AI & Big Data Expo Global, which takes place from September 6-7, 2021. We invite attendees to visit us at stand number 178 for more information about our offerings.
NVIDIA Fuels Germany’s Leadership in Europe’s AI Manufacturing
NVIDIA is playing a pivotal role in establishing Germany as a frontrunner in AI manufacturing across Europe, leveraging its advanced technologies and robust infrastructure. This initiative aims to elevate the nation’s capabilities and drive innovation in the sector.
Advancements in MedTech: AI, Hardware, and Clinical Applications
Recent developments in MedTech highlight the integration of AI with hardware solutions, enhancing clinical applications. These advancements promise to revolutionize patient care and operational efficiencies within the healthcare system.
The AI Execution Gap: Uncovering the Challenges
A significant challenge in the AI landscape is the execution gap, where nearly 80% of AI projects fail to achieve production. Identifying the reasons behind this shortfall is crucial for moving forward.
Authorization for AI in Education in England
Educators in England have received permission to incorporate AI into their teaching strategies, marking a significant step towards modernizing the educational framework and enhancing learning experiences.
Join Our Community
Stay informed with the latest technological advancements and premium content by subscribing to our newsletter today.
Popular Articles
Discover how machine learning is enhancing cloud-native container security, gaining significant attention with over 41,987 views. Learn about innovative machine learning applications that are transforming business landscapes, accumulating 14,359 views.
Explore reports on the alleged use of AI and bots for fraudulently boosting music streams, which has garnered 12,186 views. Additionally, examine the advantages of collaborating with outsourced developers in the AI and Space sectors.
Outsourced Developers
As the demand for skilled developers grows, many companies are turning to outsourced solutions to meet their needs. Outsourcing has emerged as a strategic approach that allows organizations to tap into global talent pools, enabling them to find the right expertise while optimizing costs.
By leveraging outsourced developers, companies can access specialized skills that may not be readily available in their local markets. This approach not only enhances flexibility but also accelerates project timelines and fosters innovation. Organizations can scale their development teams according to their project requirements without the overhead costs associated with hiring full-time employees.
Moreover, outsourcing provides an opportunity for companies to focus on their core business functions while leaving technical tasks to external experts. This division of labor can lead to improved efficiency and allow organizations to invest in strategic growth areas.
The Benefits of Outsourcing Development
Outsourcing development work offers numerous advantages, including the ability to reduce operational risks and gain a competitive edge. Here are some key benefits:
- Cost Efficiency: Outsourcing can significantly cut down costs by eliminating the need for in-house infrastructure and resources.
- Access to Global Talent: Companies can find skilled developers from various regions, allowing them to select the best fit for their project.
- Flexibility: Outsourcing enables firms to quickly adjust their development workforce in response to changing project needs.
- Enhanced Focus: By outsourcing, businesses can concentrate on their key functions and strategic initiatives.
In conclusion, the trend of outsourcing developers is reshaping how companies approach software development. By embracing this model, organizations can adapt more swiftly to market demands while reaping the benefits of enhanced efficiency and innovation.
To manipulate hooks effectively in the Gravity Forms module, ensure you are processing the arguments correctly. By using the slice method on the arguments, you can manage hooks in various ways. If there are existing hooks stored in the global object gform.hooks[r][o], you can sort and execute them based on priority. The function can either apply the hook as an ‘action’ or return a filtered ‘value’ if it’s classified as a ‘filter’. In cases where you want to remove a specific hook, check if it exists, and filter based on the provided conditions concerning tag and priority.
You can gather essential information through the form submission fields. The following fields are required: First Name, Last Name, Job Title, Company Name, and Email. Additionally, the Company Size must be specified from the provided options that range from 1-10 to 5000+. It’s also crucial to define the Company Sector from a comprehensive list which includes sectors such as Biotechnology, E-Commerce, Healthcare, and Technology, among others.
Lastly, selecting the Country is mandatory, with a dropdown offering an extensive array of choices from the United Kingdom and the United States to nations across the globe like Japan, Brazil, and South Africa. Ensure clarity in form responses to maintain engagement and accuracy.
As the form initializes, various scripts handle loading behaviors and validations efficiently. It includes a spinner for visual feedback during submission processing and triggers events for page loads and confirmations. These functionalities streamline the user experience on the form interface, making it dynamic and responsive to submissions.
