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Economic Times
2 days ago
- Business
- Economic Times
Sebi proposes 5-point AI rulebook for securities market. Check details
Securities and Exchange Board of India (Sebi) is considering preparing guidelines for the responsible usage of Artificial Intelligence or Machine Learning in securities markets. The market regulator on Friday released a consultation paper seeking public feedback on five broad-based guiding principles that could be part of the regulatory framework. ADVERTISEMENT With AI/ML use growing across exchanges, brokers, and mutual funds, Sebi aims to strike a balance between innovation and regulation. The proposed framework covers governance, data security, bias prevention, investor protection, and risk controls. The last date to send comments/suggestions is July 11. Earlier, Sebi constituted a working group to study Indian, global best practices in AI/ML, mandating it to prepare guidelines for the usage of AI/ML applications. The working group was also tasked with providing recommendations to address concerns and issues related to the use of AI/ML applications. Also Read: Sebi eases delisting norms for PSUs with over 90% government holding Market participants must set up internal teams with the technical expertise to monitor AI/ML models, document model development, and handle exceptions. Senior management will be held accountable for the entire AI lifecycle, including oversight of third-party vendors. ADVERTISEMENT If AI/ML tools directly impact investors—like in algo trading or advisory services—firms must clearly disclose their use, including model purpose, risks, accuracy, and limitations. Language must be simple and proposes rigorous model testing in simulated environments before live deployment, and ongoing monitoring thereafter. Firms must retain data logs and documentation for a minimum of five years to ensure explainability and traceability. ADVERTISEMENT To prevent discrimination, Sebi suggests using diverse, high-quality datasets and training staff to identify bias. Companies must follow strong data governance, privacy, and cybersecurity protocols. ADVERTISEMENT Also Read: Sebi board meeting: Regulator approves PSU delisting, IPO reforms, dematerialisation of Securities. 10 key takeawaysSebi has suggested a lighter regulatory approach for internal-use models (e.g., surveillance), while models affecting clients would face stricter controls. (Disclaimer: Recommendations, suggestions, views and opinions given by the experts are their own. These do not represent the views of Economic Times) ADVERTISEMENT (You can now subscribe to our ETMarkets WhatsApp channel)
Time of India
2 days ago
- Business
- Time of India
Sebi proposes 5-point AI rulebook for securities market. Check details
Sebi has released a consultation paper proposing a 5-point regulatory framework for the responsible use of AI and ML in India's securities markets. The guidelines focus on governance, transparency, fairness, data security, and risk controls, aiming to balance innovation with investor protection. Tired of too many ads? Remove Ads Tired of too many ads? Remove Ads Here are 5 guiding principles: 1) Model governance 2) Mandatory disclosure 3) Robust testing & monitoring norms 4) Fairness and bias 5) Data security Securities and Exchange Board of India (Sebi) is considering preparing guidelines for the responsible usage of Artificial Intelligence or Machine Learning in securities markets. The market regulator on Friday released a consultation paper seeking public feedback on five broad-based guiding principles that could be part of the regulatory AI/ML use growing across exchanges, brokers, and mutual funds, Sebi aims to strike a balance between innovation and regulation. The proposed framework covers governance, data security, bias prevention, investor protection, and risk last date to send comments/suggestions is July Sebi constituted a working group to study Indian, global best practices in AI/ML, mandating it to prepare guidelines for the usage of AI/ML applications. The working group was also tasked with providing recommendations to address concerns and issues related to the use of AI/ML Read: Sebi eases delisting norms for PSUs with over 90% government holding Market participants must set up internal teams with the technical expertise to monitor AI/ML models, document model development, and handle exceptions. Senior management will be held accountable for the entire AI lifecycle, including oversight of third-party AI/ML tools directly impact investors—like in algo trading or advisory services—firms must clearly disclose their use, including model purpose, risks, accuracy, and limitations. Language must be simple and proposes rigorous model testing in simulated environments before live deployment, and ongoing monitoring thereafter. Firms must retain data logs and documentation for a minimum of five years to ensure explainability and prevent discrimination, Sebi suggests using diverse, high-quality datasets and training staff to identify must follow strong data governance, privacy, and cybersecurity Read: Sebi board meeting: Regulator approves PSU delisting, IPO reforms, dematerialisation of Securities. 10 key takeaways Sebi has suggested a lighter regulatory approach for internal-use models (e.g., surveillance), while models affecting clients would face stricter controls.
Yahoo
2 days ago
- Entertainment
- Yahoo
Here Are 30 Words — Only People With An IQ Range Of 120–145 Will Know Their Definitions (Plus 4 More IQ Quizzes)
These four IQ quizzes are going to test your vocabulary and spelling. Then, after your brain is nice and warm, you'll face the ultimate IQ challenge with a quiz that covers all subjects. Have fun, genius! Are 30 Words — Only People With An IQ Range Of 120–145 Will Know Their Definitions Remember those Vocabulary Workshop workbooks from middle and high school? Now might be a good time to dig those up from your parents' attic if you still have them. Take the quiz here. Related: If You Get 12/15 On This Honors Vocab Quiz, Your IQ Has To Be At Least 150 Are 25 Commonly Misspelled Words — Only People With A Super IQ Of 140+ Can Correctly Spell Them You might know the meaning of a lot of impressive words, but can you spell them? You never know when you'll have to make do without spell check. Take the quiz here. Related: This Impossible Trivia Quiz Will Reveal How Smart You Really Are, And It's Only 17 Questions Warning: Only People With A Super IQ Of 135+ Will Know All These Words' Definitions Even more challenging words for you to define, you little genius! Take the quiz here. Someone With A High IQ Will Know 10/10 Of These SAT Words If you're preparing to take the SAT, put down those vocab flashcards and try this quiz instead! Take the quiz here. Warning: Only An Adult With An IQ Of 130+ Can Pass This MEGA General Knowledge Quiz Finally, here's one more IQ quiz that covers all kinds of subjects, not just words. It's the true measure of the strength of your big, wet brain. Take the quiz here. Also in BuzzFeed: 50 People Who Died In Embarrassing, Nightmarish, Scandalous, Horrifying, Disturbing, Or Even Darkly Funny Ways Also in BuzzFeed: You Might Be Intelligent, But Only A TRUE Smarty-Pants Will Be Able To Get 25/25 On This General Knowledge Quiz Also in BuzzFeed: This "Brain Rot" Word Quiz Will Be So, So, So Difficult For Anyone Born Before 1999
DW
2 days ago
- DW
Will ads ruin WhatsApp? Here's what you need to know! – DW – 06/19/2025
Shift — Living in the Digital Age Can I use blockchain technology? Will artificial intelligence take over my career? What exactly is "Machine Learning"? These are some of the questions 'SHIFT – Living in the Digital Age' tries to answer.
Borneo Post
5 days ago
- Entertainment
- Borneo Post
Programme in Miri highlights message of inclusivity through art
The session's moderator Lydia Lim delivers some remarks before introducing Tie, Gassatinah, Dr Wee and Sim at the 'Artism!' panel. MIRI (June 17): A recent panel here invited the public to reimagine what true inclusion could look like. Taking place during the Mercure Miri Mural Fest and Art Conference, the session explored how creative expression could support children with learning difficulties, while also sparking broader conversations about such inclusion across families, schools and communities. The 'Artism! A Journey of Finding Stability Through Art for People with Learning Difficulties' programme highlighted the discussion of how art could help individuals with autism and those with other learning challenges process emotions, build confidence and find stability. Gassatinah Jaujie, mother to Aqif Shairazee Othman who has The Attention Deficit Hyperactivity Disorder (ADHD) spectrum of autism, shared how drawing became her son's main way of expressing his emotions, especially during therapy. Gassatinah (second right) briefs visitors on the artwork produced by her son. 'Sometimes, he cannot explain things that happen in words; he would sketch out the whole situation before explaining it in words,' she said. To nurture this form of expression, Aqif's family adapted their home into a creative-friendly environment, with chalkboard walls and oversized paper setups. 'We strive to accommodate his needs in whatever way possible,' added Gassatinah. 'By embracing his unique style of learning and communication, we now know that his hyperactivity often gives way to deep focus while he is drawing.' Artworks made by artists with special needs on display at a showcase, set up in connection with the conference. Another panellist of the session, Tie Nyuk Ying – the founder of Rainbow Star Playhouse and a mother to an autistic son – spoke about the importance of understanding children on their own terms. She acknowledged that the journey had not been easy, but over time, she had learned to set aside frustration and instead, she would observe more closely, listen more patiently, and respond with empathy. 'Figure out the reasons and try to understand them, instead of expecting them to change,' stressed Tie, sharing with the participants on how this shift in mindset had helped her connect more meaningfully with her son. Aqif carries out a mural work as part of the programmes run during the Mercure Miri Mural Fest and Art Conference in Miri. 'I affirm that he's already enough as he is, and does not need to meet anyone's expectations to be loved or valued. 'You are different, but not less.' The panel also addressed deeper structural and emotional issues faced by neurodivergent individuals and their families. Consultant clinical psychologist Dr Diana Wee emphasised the need to recognise neurodivergent individuals 'not as people with deficits, but as people with different abilities'. 'In cases of children who are non-verbal, it does not mean that they have nothing to say,' she pointed out, stressing the need to see each child for their potential and humanity. Dr Wee recalled a situation at the Miri Special Needs Community Fun Day 2024, an event focused on supporting children with autism, which recorded an unexpected turnout of over 500 people. Photo provided by Gassatinah shows Aqif's completed artwork for the mural fest. 'One mother approached me in tears, overwhelmed by the sight of such a large crowd. 'She told me: 'I thought nobody would turn up for us. I thought it would just be me and my child'. 'Moments like these reveal how 'invisible' many families feel in their everyday lives, and how powerful it can be when a community shows up in solidarity. 'If even one person has been impacted, then we've done something,' added Dr Wee. The panel wrapped up with remarks from Roger Sim, director of Evolveland Berhad, who encouraged the audience to carry the conversation forward in their own communities. 'In the end, we all need to feel accepted, and the only way we truly belong is when our communities open their hearts and doors to everyone – with or without disabilities,' he said.
