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5 Decades Of Machine Learning Unfairness: The Eerie Way In Which Prejudice Crept Into Algorithms
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.
Meta-learning was introduced to make machine learning models to learn new skills and adapt to the ever changing environments in the presence of finite training precedents. The main objective of this approach is to find model agnostic solutions. One highly successful meta-learning algorithm has been Model Agnostic Meta-Learning (MAML). This algorithm, with deep neural networks…
The post How To Make Meta-learning More Effective appeared first on Analytics India Magazine.
The late 1960s saw a myriad of social experiments conducted at the premier institutes across the world. The Marshmallow Test was one such experiment conducted by Stanford to assess the relation between future success of a kid and their ability to delay gratification. However, these fancy social experiments lost steam over time as researchers started…
The post A Curious Case Of Algorithmic Bribery: Reward Corruption In Reinforcement Learning appeared first on Analytics India Magazine.
AI is everywhere, and companies around the world are constantly working round the clock to integrate more AI in our daily lives. Products like Alexa, Google Home, Siri are our virtual assistants, Autonomous cars are vying to be our drivers, facial recognition is everywhere — from Facebook photo tagging to replacement of boarding pass at…
The post Is Fooling An AI Algorithm Really That Easy? appeared first on Analytics India Magazine.
When the world watched in horror as the beloved French masterpiece, the Notre Dame Cathedral, went up in flames this week, a small section of Twitter users noticed that live streaming of the disaster on YouTube had a small information panel at the bottom which said “September 11 attack”. An online news portal reported that…
The post YouTube’s Algorithm Messes Up, Shows 9/11 Facts During Live Streaming Of Notre Dame Fire appeared first on Analytics India Magazine.
When the world watched in horror as the beloved French masterpiece, the Notre Dame Cathedral, went up in flames this week, a small section of Twitter users noticed that live streaming of the disaster on YouTube had a small information panel at the bottom which said “September 11 attack”. An online news portal reported that…
The post YouTube’s Algorithm Messes Up, Shows 9/11 Facts During Live Streaming Of Notre Dame Fire appeared first on Analytics India Magazine.
The Travelling Salesman is one of the oldest computational problems existing in computer science today. It is also one of the most studied computational mathematical problems, as University of Waterloo suggests. The problem describes a travelling salesman who is visiting a set number of cities and wishes to find the shortest route between them, and…
The post What Is The Travelling Salesman Problem And Solving It With The Branch & Bound Method appeared first on Analytics India Magazine.
Antivirus software is widely used as a way to combat malware and prevent computers from getting compromised. They have also been one of the first users of advanced algorithms that emulate the processes of the human mind. In a method called behavioural analysis, antivirus technologies crack down on viruses that aim to circumvent previous methods…
The post How Antivirus Softwares Are Evolving With Behaviour-Based Malware Detection Algorithms appeared first on Analytics India Magazine.
If you use Google as your browser, you would understand how convenient is our life on the internet when we search for a specific thing and get relevant suggestions. This is all thanks to Google’s attempt to provide the sight suggestions based on what you have browsed and the answer to how it does this…
The post Knowledge Graphs Are The Reason Why You See Mona Lisa When You Google da Vinci appeared first on Analytics India Magazine.
The world today is experiencing a heavy use of speech-to-text technology. it comes as a convenience to many and has a great use across all kinds of professions, students, and just daily lives in general. We are interacting with digital assistants more than ever today. The Tech Behind Speech Recognition Engine Speech recognition software can…
The post All The Tech You Need To Know That Powers Speech-To-Text On Your Device appeared first on Analytics India Magazine.