Technology
FB investing in inclusive AI to curb harmful content
San Francisco, May 2
Facebook has announced long-term investments in the field of Artificial Intelligence (AI) to proactively detect content that violates its policies.
"To help us catch more of this problematic content, we're working to make sure our AI systems can understand content with as little supervision as possible," Manohar Paluri from Facebook's AI team said during the company's F8 conference in San Jose, California, on Thursday.
"Advances in natural language processing (NLP) have helped us create a digital common language for translation, so we can catch harmful content across more languages," Paluri added.
Facebook has developed a new approach to object recognition called "Panoptic FPN" that has helped AI-powered systems understand the context from the backgrounds of photos.
"Training models that combine visual and audio signals further improve results," said Paluri.
Facebook is currently facing several probes across the world for privacy violations and the spread of harmful and biased content on its platforms, including WhatsApp.
Joaquin Quinonero Candela from Facebook's AI team said the company is building best practices for fairness to ensure AI protects people and does not discriminate against them a" into every step of product development.
"When AI models are trained by humans on datasets involving people, there is an inherent representational risk.
"If the datasets contain limitations, flaws or other issues, the resulting models may perform differently for different people," said Candela.
To manage that risk, Facebook said it has developed a new process for inclusive AI.
This process provides guidelines to help researchers and programmers design datasets, measure product performance, and test new systems through the lens of inclusivity.
"For vision, those dimensions include skin tone, age and gender presentation and for voice, they include dialect, age and gender, said the company.
"To help us catch more of this problematic content, we're working to make sure our AI systems can understand content with as little supervision as possible," Manohar Paluri from Facebook's AI team said during the company's F8 conference in San Jose, California, on Thursday.
"Advances in natural language processing (NLP) have helped us create a digital common language for translation, so we can catch harmful content across more languages," Paluri added.
Facebook has developed a new approach to object recognition called "Panoptic FPN" that has helped AI-powered systems understand the context from the backgrounds of photos.
"Training models that combine visual and audio signals further improve results," said Paluri.
Facebook is currently facing several probes across the world for privacy violations and the spread of harmful and biased content on its platforms, including WhatsApp.
Joaquin Quinonero Candela from Facebook's AI team said the company is building best practices for fairness to ensure AI protects people and does not discriminate against them a" into every step of product development.
"When AI models are trained by humans on datasets involving people, there is an inherent representational risk.
"If the datasets contain limitations, flaws or other issues, the resulting models may perform differently for different people," said Candela.
To manage that risk, Facebook said it has developed a new process for inclusive AI.
This process provides guidelines to help researchers and programmers design datasets, measure product performance, and test new systems through the lens of inclusivity.
"For vision, those dimensions include skin tone, age and gender presentation and for voice, they include dialect, age and gender, said the company.
12 hours ago
Aware of Delhi explosion, closely monitoring the situation: US State Department
14 hours ago
Red Fort blast: Death toll reaches 10; security tightens at RSS HQs in Nagpur
15 hours ago
Red Fort blast: Leaders express condolences to the affected families
15 hours ago
Delhi: 8 killed, dozen injured in car explosion near Red Fort; high alert in Maha, UP
16 hours ago
With US sanctions waiver, India to continue operations at Chabahar port, facilitating trade for countries like Afghanistan
16 hours ago
GOPIO International Engages with Former Minister Smt. Meenakshi Lekhi
16 hours ago
AAPI, American Academy of Yoga and Medicine, and India’s Ministry of AYUSH to Host Groundbreaking Conference on Integrative Health in Memphis, TN
16 hours ago
US Senate votes to end shutdown, paving way for government reopening
16 hours ago
US lawmakers move to halt China's toxic vape invasion threatening American youth
17 hours ago
Gov. Greg Abbott Announces Fourth-Term Bid at Houston Event
20 hours ago
"People that are against tariffs are fools": Trump says at least $2,000 dividend a person coming for Americans
21 hours ago
Explosive claims rock Dhaka; Ex-Minister points finger at US Aid giant, Clintons in Hasina's downfall
21 hours ago
"What a terrible thing for Democracy!": Trump decries BBC executives over reports of doctoring speech
