Archives for bias - Page 2

02 Apr

A guide to different bias mitigation techniques in machine learning

Bias is the inability to capture the true relationship between the data and the learning line by the machine learning algorithm. It can’t be completely resolved but it could be decreased to a minimum level so that there is a balance between the bias and the variance.

19 Jan

Interview with Tulsee Doshi, Google Head of Product – Responsible AI & ML Fairness

Sreejani Bhattacharyya AI

Tulsee Doshi, Google Head of Product - Responsible AI & ML Fairness talks about the concerns that surround the topic of AI and ML fairness and breaks the myths that often come with this controversial issue.

19 Jan

Interview with Tulsee Doshi, Google Head of Product – Responsible AI & ML Fairness

Sreejani Bhattacharyya AI

04 Sep

Using GANs For Generating High-Quality Faces From Degraded Images

Shraddha Goled bias

Scientists at Tencent who have developed Generative Facial Prior-GAN (GFP-GAN). It leverages diverse priors encapsulated in pretrained face GAN for restoration.

The post Using GANs For Generating High-Quality Faces From Degraded Images appeared first on Analytics India Magazine.

21 Oct

Handling Imbalanced Datasets: A Guide With Hands-on Implementation

Jayita Bhattacharyya bias

Imbalanced datasets. In this article, I’ll be discussing the way to achieve balanced datasets using various techniques, as well as compare them.

The post Handling Imbalanced Datasets: A Guide With Hands-on Implementation appeared first on Analytics India Magazine.

26 Jun

Machines Are Indifferent, We Are Not: Yann LeCun’s Tweet Sparks ML Bias Debate

Ram Sagar bias

“The bill for miscommunication always comes due” James Clear Turing awardee Yann LeCun unintentionally sparked up a debate on the role of bias in machine learning with a single tweet. A paper called PULSE made the rounds last week, thanks to the CVPR conference. It was used to demonstrate how a machine learning model could…

The post Machines Are Indifferent, We Are Not: Yann LeCun’s Tweet Sparks ML Bias Debate appeared first on Analytics India Magazine.

03 Jun

Why Mitigating AI Biases Is The Need Of The Hour?

Sejuti Das AI bias

With artificial intelligence having an immense hold on human lives, supporting them to work, communicate, shop, as well as do their finances, people have started relying on this advanced technology to operate their lives. However, with increasing penetration of AI in critical areas like healthcare, legal, hiring, among others, brings in the concern for biases…

The post Why Mitigating AI Biases Is The Need Of The Hour? appeared first on Analytics India Magazine.

21 Apr

Top 6 Common Biases In ML Models

Ram Sagar bias

Machine learning is not just about machines. At least not yet. There is still a human element in the loop, and it looks like this will continue for some time. In other words, artificial general intelligence (AGI) is a distant dream. Since humans are interfering in the learning processes of ML models, the underlying biases…

The post Top 6 Common Biases In ML Models appeared first on Analytics India Magazine.

07 Feb

Google’s New ML Fairness Gym Has A Clear Mission — Track Down Bias & Promote Fairness In AI

Ram Sagar AI Fairness 360

Human societies are extremely complex. The cultural, racial and geographical differences around the globe and the lack of curated data make ‘fairness’ in technology a huge challenge. Now, in an attempt to track the long term societal impacts of artificial intelligence, Google researchers recently released a machine learning fairness gym. They have done this by…

The post Google’s New ML Fairness Gym Has A Clear Mission — Track Down Bias & Promote Fairness In AI appeared first on Analytics India Magazine.

03 Oct

5 Decades Of Machine Learning Unfairness: The Eerie Way In Which Prejudice Crept Into Algorithms

Ram Sagar algorithm

The notion of machine learning fairness can be bottled down to the following facets of data pre-processing: Demographic parity Equal opportunity Equalised odds Disparate impact To remove prejudices from a model might not be an impossible task but can any application which serves humans be immune to the human itself. And, even if the human…

The post 5 Decades Of Machine Learning Unfairness: The Eerie Way In Which Prejudice Crept Into Algorithms appeared first on Analytics India Magazine.

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