High-quality data is the key to unlocking value from AI, GenAI, says Snowflake AI head

It is still premature in its ability to read between the lines and recognize all kinds of people, for it overlooks some qualities of a candidate that can only be seen by recruiters themselves. It can be improved and do wonders as a different board of qualified members is necessary to control it and set models with proper training data sets. In addition, companies must have committees that are responsible for addressing governance, regulation, risk and security of AI. In addition, this forum includes job postings and mentorship programs, making it an excellent location to network and remain updated on current AI trends. Whether you are a beginner or an AI expert, the TAAFT Forum offers excellent chances for learning and professional development. Machine learning (ML) is a subset of AI that allows computers to learn from data without being explicitly programmed.

This example also reminds us that considerations around bias and gendered language in AI must extend beyond the English language, in order to be relevant to AI development around the globe. Problems start with gender biases underlying the very coding of the AI software language. If data either excludes or under-represents relevant sectors of the global population, ill-informed AI can pose serious health risks – from missed diagnoses, to compromising the interpretation of medical imaging, to incorrect intervention recommendations. Excel now has an “Advanced Analysis” button in the Copilot menu that can put together an analysis of your data, followed by writing and running Python code to display that data visually. It’s sort of an amalgamation of multiple tasks I cover above, and if you’re experienced with Python, you can take a look at the code Copilot produces to see what’s going on. Cisco Talos said that TA866 tailors its tools based on target environments, adjusting its infection chains post-compromise.

Polyglot is an NLP library designed for multilingual applications, providing support for over 100 languages. Transformers by Hugging Face is a popular library that allows data scientists to leverage state-of-the-art transformer models like BERT, GPT-3, T5, and RoBERTa for NLP tasks. TextBlob is a simple NLP library built on top of NLTK and is designed for prototyping and quick sentiment analysis.

Double down on security

AI is a large language model (LLM) which we train by feeding large and diverse data sets. Its intelligence processes algorithms to learn from patterns and features from the provided data sets. These models are responsive and capable of processing tasks given to them as a result of extensive supervised training ChatGPT App with a behemoth of datasets. Karya, based in Bengaluru, is a smartphone-based digital work platform that enables members of low-income and marginalized communities across India to earn supplemental income by completing language-based tasks that support the development of multilingual AI models.

The prime cause of biases is due to biased training data where the data is a skewed sample in which proportionately more records of a particular group achieving a particular outcome versus another is present. If a manager built a simple classification model using AI to label a job candidate as “good for job”, the manager may miss multiple factors that label for a good candidate and the model’s prediction may not be fit for the role and ultimately losing potential assets to the company. Specifically, factors like person-job fit, person-environment fit, employee motivation and others play a key role in determining how properly the candidate fits for the job environment. He added that as businesses explore new models, synthetic data too becomes essential, enabling continuous model improvement.

In 2018, it was revealed that the company harvested millions of Facebook profiles of US voters, in one of the tech giant’s biggest ever data breaches, and used them to build a powerful software program to influence elections. EWeek has the latest technology news and analysis, buying guides, and product reviews for IT professionals and technology buyers. EWeek stays on the cutting edge of technology news and IT trends through interviews and expert analysis. Gain insight from top innovators and thought leaders in the fields of IT, business, enterprise software, startups, and more. AI has the potential to revolutionise the recruitment industry by making the hiring process faster, more efficient, and more data-driven.

It offers a comprehensive set of tools for text processing, including tokenization, stemming, tagging, parsing, and classification. India’s leading cloud infrastructure providers and server manufacturers are ramping up accelerated data center capacity in what Nvidia calls AI factories. By year’s end, they’ll have boosted Nvidia GPUdeployment in the country by nearly 10 times compared to 18 months ago. It also provides pre-built pipelines and building blocks for synthetic data generation, data filtering, classification and deduplication to process high-quality data. To support initiatives like these, Nvidia has released a small language model for Hindi, India’s most prevalent language with over half a billion speakers.

Using AI tools effectively also requires digital literacy and technical skills that may be lacking among your employees. You can also participate in coding challenges on websites such as LeetCode, HackerRank, and CodeSignal as a way to improve your coding skills by working with large datasets and optimizing algorithms dataset for chatbot for AI. Artificial intelligence is transforming industries, and as more businesses adopt it, building expertise with AI offers a great way to stay competitive on the job market. From online and in-person courses to books to user communities and forums, there are a number of options for how to learn AI for free.

Join the ISMG Community

Snowflake balances the use of general-purpose models, or LLMs, and task-specific models, or small language models (SLMs). According to Gultekin, while general-purpose models offer flexibility, task-specific models are favoured for efficiency in areas such as sentiment analysis and classification. “Instead of waiting days for analysts to respond to dashboard queries, their AI-powered chatbot provides real-time answers, streamlining decision-making,” Gulketin explained. “Trust is fundamental—customers rely on Snowflake to handle sensitive data securely within its boundaries. By running large language models (LLMs) directly within the platform, Snowflake ensures robust governance and makes AI adoption easy and efficient.” Cloud data platforms help organisations integrate data from various departments and sources, enabling them to manage, analyse and run AI models efficiently, thus enhancing governance, security, and productivity.

Mircea Geoană, an independent candidate in the upcoming presidential elections in Romania, has been accused by two other candidates, including current prime minister Marcel Ciolacu, of running a bot farm to his benefit in connection to a well-known Israeli leader of hackers. AI specialists are rising in demand, and companies are looking for specialists that can help them manage and run their AI operations. There are new developments in the field of AI, and growing along with this industry opens a lot of career opportunities. You need to identify your goals, such as becoming a machine learning engineer or a data scientist, and divide them into actionable steps. Then explore free learning resources and eventually get certified so you will be a credible AI specialist.

Despite around 70 percent of global healthcare workers being women, PPE has been designed around a male body. A Canadian survey identified that ill-fitting PPE was not only responsible for a failure to offer adequate protection, but also that oversized and ill-fitting gear posed a significant accident risk. The research paper, published in PLos One, warned that AI models that screen for psychopathology or suicide will make mistakes if they are trained predominantly on data written by white men, because language is shaped by gender. The calibre of AI totally depends on the quality of the large data sets that are fed into the underlying machine learning algorithms within its software programs. Hilton Hotels & Resorts implemented an AI-enabled screening tool and saw its time-to-hire drop from 42 days to just 5 days, an 88% decline. L’Ore´al used AI-enabled screening tools and the time to review a resume dropped from 40 minutes to 4 minutes, a reduction of 90%.

For notes that took longer—which the CCDH suggested is the majority if the fact-check is on a controversial topic—only about 60 more notes were displayed in more than an hour. Currently, more than 800,000 X users contribute to Community Notes, and with the lightning notes update, X can calculate their scores more quickly. That efficiency, X said, will either spike the amount of content removals or reduce sharing of false or misleading posts. This appears to be a common pattern on X, the CCDH suggested, and Musk is seemingly a multiplier. In July, the CCDH reported that Musk’s misleading posts about the 2024 election in particular were viewed more than a billion times without any notes ever added. In a report, the CCDH flagged 283 misleading X posts fueling election disinformation spread this year that never displayed a Community Note.

Ask Copilot to come up with formulas

In the background, proposed notes sought to correct the disinformation by noting that “lawful permanent residents (green card holders)” cannot vote in US elections until they’re granted citizenship after living in the US for five years. But even these seemingly straightforward citations to government resources did not pass muster for users politically motivated to hide the note. The concept was to develop a large language model chatbot that would be contextually sensitive and clinically accurate – and avoid entrenching harmful stereotypes. Infiltration of masculine stereotypes into AI have emerged – from the apparently unconscious default to the male pronoun “he” when options are ambiguous, to alarming healthcare applications that threaten diagnosis and treatment. AI interviewers aren’t smart enough to comprehend different faces of the candidates, and the color of their skin, interpret body language of a neurodivergent person, and recognize the different speech patterns where the accent could be heavy or unique. If, like me, you lack the imagination to come up with any of these AI prompts yourself, Microsoft has a whole bunch of inspiration available on its Copilot Lab site.

Dubbed AskDISHA, after the Sanskrit word for direction, the IRCTC’s multimodal chatbot handles more than 150,000 user queries daily, and has facilitated over 10 billion interactions for more than 175 million passengers to date. It assists customers with tasks such as booking or canceling train tickets, changing boarding stations, requesting refunds, and checking the status of their booking in languages including English, Hindi, Gujarati and Hinglish — a mix of Hindi and English. Copilot relies on data sets that are available to it through the web or that we provide.

When Musk initially bought Twitter, one of his earliest moves was to make drastic cuts to the trust and safety teams chiefly responsible for content-moderation decisions. He then expanded the role of Twitter’s Community Notes to substitute for trust and safety team efforts, where before Community Notes was viewed as merely complementary to broader monitoring. On the day before the CCDH report dropped, X announced that “lightning notes” have been introduced to deliver fact-checks in as little as 15 minutes after a misleading post is written. One false narrative—that Dems import voters—was amplified in a post from Elon Musk that got 51 million views.

Popular online communities like Kaggle let users exchange datasets and participate in machine learning challenges, while GitHub is a place for developers to collaborate on AI projects and share code repositories. A practical example of an AI model designed to address and reduce gender bias is SMARThealth Pregnancy GPT. This tool, developed by The George Institute for Global Health, aims to improve access to guideline-based pregnancy advice for women living in rural and remote communities in India. This kind of gender bias can (and often does) influence a women’s access to health care or her management within the healthcare system – and it appears this bias is replicated in AI models.

Now available as an Nvidia NIM microservice, the model, dubbed Nemotron-4-Mini-Hindi-4B, can be easily deployed on any Nvidia GPU-accelerated system for optimized performance. Nvidia said that India is becoming a key producer of AI for virtually every industry — powered by thousands of startups that are serving the country’s multilingual, multicultural population and scalingout to global users. In addition to the 100,000 developers trained in AI in India, Nvidia said there have been an additional 100,000 academic and student developers trained as well. Any tools that are considered niche or industry-specific (in other words, closed to public access) might not be available to Copilot yet.

So, you have a lot of data in your spreadsheet, and you’re not sure what you’re looking at. Of course, a visual is often a helpful way of breaking down that data into something digestible. I know I’m definitely likelier to understand ChatGPT the implications of a dataset if I see it as a graph rather than a sea of digits. That’s an opening for hackers to embed malicious content within virtual hard drive files, often altering file hashes to evade detection.

• AI tools can free teams from the drudgery of repetitive tasks and turbo-charge predictions and analysis, empowering finance personnel to focus more on high-value tasks and strategic decision-making.
• SpaCy is a fast, industrial-strength NLP library designed for large-scale data processing.
• Currently, more than 800,000 X users contribute to Community Notes, and with the lightning notes update, X can calculate their scores more quickly.
• The diverse ecosystem of NLP tools and libraries allows data scientists to tackle a wide range of language processing challenges.

To mitigate such bias predictions by AI, companies can use various toolkits that promote fairness in the AI training itself. For instance, AIF360 (AI Fairness 360) is a toolkit developed by IBM that facilitates bias mitigation algorithms and fairness metrics to be implemented in the models for hiring. But this solution isn’t as easy as it sounds, for the toolkit must be invested by the company or a third party must look after it which is another financial and security concern that may come as a burden. Other major vendors in the cloud data platform space include Databricks, Oracle, AWS, Microsoft Azure and Google Cloud.

However, to fully harness its power, organizations must remain mindful of the potential pitfalls and ensure that their AI tools are transparent, ethical, and aligned with their recruitment goals. Balancing the speed and efficiency of AI with the nuance and empathy of human judgment is key to successful recruitment. AllenNLP, developed by the Allen Institute for AI, is a research-oriented NLP library designed for deep learning-based applications. Stanford CoreNLP, developed by Stanford University, is a suite of tools for various NLP tasks. With Nvidia AI Enterprise, Yotta customers can access Nvidia NIM, a collection of microservices for optimized AI inference, and Nvidia NIM Agent Blueprints, a set of customizable reference architectures for generative AI applications.

Tech Buying Advice

Of these, 74 percent were found to have accurate notes proposed but ultimately never displayed—apparently due to toxic X users gaming Community Notes to hide information they politically disagree with. These programs are actively advocating for routine consideration of sex and gender from discovery to translational research, including AI applications, to ensure scientific rigour as a robust foundation for advancing health and medical care. The chatbot showcases AI’s potential in building healthcare worker capacity and enhancing health education in resource-limited settings – while avoiding bias and promoting women’s rights.

Companies are investing in AI software to streamline their workflows and need AI specialists to run them. AI can provide recruiters with insights into trends, patterns, and behaviors in the talent market. For example, AI can track how long it takes to fill certain positions, which sourcing channels yield the best candidates, and how compensation offers compare to market rates. Gensim is a specialized NLP library for topic modelling and document similarity analysis. It is particularly known for its implementation of Word2Vec, Doc2Vec, and other document embedding techniques. Tech Mahindra, an Indian IT services and consulting company, is the first to use the Nemotron Hindi NIM microservice to develop an AI model called Indus 2.0, which is focused on Hindi and dozens of its dialects.

While NLTK and TextBlob are suited for beginners and simpler applications, spaCy and Transformers by Hugging Face provide industrial-grade solutions. AllenNLP and fastText cater to deep learning and high-speed requirements, respectively, while Gensim specializes in topic modelling and document similarity. You can foun additiona information about ai customer service and artificial intelligence and NLP. Choosing the right tool depends on the project’s complexity, resource availability, and specific NLP requirements.

Crucially, awareness of these types of issues is gathering and initiatives to avert bias are emerging – often driven by women, such as Bioinfo4women-B4W, a program of the Barcelona Supercomputing Centre. For example, in the field of psychiatry, when men describe trauma symptoms, they are more likely to be diagnosed with post-traumatic stress disorder (PTSD), while women describing the same symptoms are at higher risk of receiving a personality disorder diagnosis. AI does seem to truly help in screening and selecting applicants in large volume for a workforce of the company like interns, but choosing a candidate for an esteemed role for the company that requires more than just qualifications and skills is a tough call. Our mission is to offer reliable tech help and credible, practical, science-based life advice to help you live better.

She urged that further investigation and legislation should reinforce restrictions on digital campaign strategies, aligning Romania with recent EU regulations on political advertising to prevent misuse of personal data in political contexts. Once you’ve built a solid foundation of AI expertise, you may want to continue your learning journey by studying more advanced topics, specializing in one of the many AI subfields, or exploring additional career opportunities. Other sites like PromptZone focus on prompt engineering for generative AI applications, while websites such as Reddit and Quora provide AI-related discussions to ask and get your questions answered. In addition, Facebook Groups, Slack Communities, and LinkedIn provide professional networks where you can interact with experts, attend webinars, and participate in collaborative projects. Namaste, vanakkam, sat sri akaal — these are just three forms of greeting in India, a country with 22 constitutionally recognized languages and over 1,500 more recorded by the country’s census. Nvidia CEO Jensen Huang noted India’s progress in its AI journey in a conversation at the Nvidia AI Summit in India.

Adoption is high, with a recent NVIDIA survey reporting that 91 per cent of financial service companies are either assessing or actively using AI to automate tasks and improve operational efficiency. AI can analyse large datasets, including job descriptions, candidate profiles, and past hiring patterns, to improve the matching process. It can identify candidates with the right skills and experiences more quickly than traditional methods. SpaCy is a fast, industrial-strength NLP library designed for large-scale data processing. The Nemotron Hindi model has 4 billion parameters and is derived from Nemotron-4 15B, a 15-billion parameter multilingual language model developed by Nvidia. The model was pruned, distilled and trained with a combination of real-world Hindi data, synthetic Hindi data and an equal amount of English data using Nvidia NeMo, an end-to-end, cloud-native framework and suite of microservices for developing generative AI.

In tests, only one out of 62 antivirus engines on VirusTotal detected malware delivered through these files. Visa also highlighted token provisioning fraud and ransomware as key threats, particularly for third-party providers. Authentication bypass scams also saw an uptick, with criminals exploiting one-time-password phishing to access accounts. Generative AI allowing thieves to pose as authoritative sources makes these scams more convincing. A new tactic highlighted by Visa in a biannual threats report is “digital pickpocketing,” in which scammers initiate mobile payments by tapping a point-of-sale device near wallets in crowded areas.

Those accounts “posted prolifically during the UK general election,” then moved “to rapidly respond to emerging new topics amplifying divisive content,” including the US presidential race. On the Community Notes X account, X acknowledges that “speed is key to notes’ effectiveness—the faster they appear, the more people see them, and the greater effect they have.” As the use of AI expands into safety product design, we have an unprecedented opportunity to build better products by crafting in features that adequately cater to our human bodies – female and male.

That should be enough to get a sense for what you can do with Copilot in Excel, but there are a number of limitations to the web app versus what you can expect from its desktop counterpart. This week, the U.S. federal government took further steps to limit bulk data transfers to China, Visa warned about payment card theft, the Internet Archive is still recovering and the official tally for the Change Healthcare breach reached 100 million. Also, Ukrainian cyber defenders fought a phishing campaign, civil society groups urged European Union members to reject the UN cybercrime treaty, TA866 was up to no good and hackers used virtual hard drive files to spread malware. Companies continue to build on traditional AI foundations—like fraud detection—while expanding into new unstructured data applications, democratising data access and improving productivity. Many participants said they were more interested in leveraging GenAI’s ability to improve efficiency and productivity (72%), boost market competitiveness (55%), and drive better products and services (47%), rather than just increase revenue (30%) or reduce costs (24%).

Gultekin explained that the shift from traditional machine learning (ML) to GenAI is redefining how businesses analyse both structured and unstructured data. Generative AI enables large-scale analysis of documents, images and call logs, empowering business users to access insights without analyst support. As companies scale up their artificial intelligence (AI) and generative AI (GenAI) capabilities, they need to increasingly sharpen their focus on “data readiness, governance and model accuracy,” insists Baris Gultekin, head of AI at Snowflake, a cloud data platform. Python is popular because of its simplicity and sophisticated AI libraries, including NumPy, Pandas, TensorFlow, and PyTorch. R is useful for processing data, data visualization, and conducting statistical analysis. Learning these programming languages will prepare you to manage data processing, build models, and develop AI algorithms.

Troll farms are “primarily a hybrid warfare tool, but in more democratic regimes, political parties also use such tools, and I’m certain it’s not entirely foreign in Romania,” Septimius Pirvu added. Subsequently, the president of the electoral authority AEP, Toni Greblă, denied competency and specified that he had already contacted other institutions involved in combating such practices, including the Ministry of Interior, the Digitalization Authority, and SRI. The head of the Permanent Electoral Authority added that such suspicions are a national security issue. Lasconi further emphasized that any involvement of foreign operatives in Romanian elections threatens national security and transparency.

With that, let’s take a look at some of the Copilot features I think might be of use to Excel users. Spreadsheets are not my thing, so I imagine the following could offer support, especially for those of us that might not know exactly what we’re doing when we open up an overflowing page of numbers and figures. If you don’t want to pay for both, a Copilot Pro subscription does give you access to Copilot in the web versions of Excel, which Microsoft offers for free for everyone.

It’s best to begin by identifying which aspects of your workflow would most benefit from AI automation or ML analysis. Consult your finance stakeholders about the workflows that should be prioritised for automation and areas where they feel they’re struggling to gain insights and spot opportunities. User-friendly AI chatbots like ChatGPT, Gemini, and Microsoft Copilot have low entry barriers and are effective at routine tasks like data retrieval and analysis. He also noted that troll accounts are easier to spot on some social media platforms such as Facebook and harder on others, like TikTok. “It’s challenging to halt, especially for electoral authorities that, in many countries, aren’t equipped to counter this behavior,” he concludes. Learn more about the different AI platforms and gain hands-on experience on our list of generative AI tools.