Author Archives: Mita Chaturvedi - Page 3
Artificial intelligence has been deployed to solve games for decades. Games make for brilliant testbeds for reinforcement learning—and this has been done with machine learning models for quite some time now. For instance, through DQN models, AI outperformed humans while playing games such as the once widely popular Flappy Bird. Such AI testing has also…
The post How A Retro Video Game Ended Up As An Ultimate Challenge For AI appeared first on Analytics India Magazine.
Artificial intelligence has been deployed to solve games for decades. Games make for brilliant testbeds for reinforcement learning—and this has been done with machine learning models for quite some time now. For instance, through DQN models, AI outperformed humans while playing games such as the once widely popular Flappy Bird. Such AI testing has also…
The post How A Retro Video Game Ended Up As An Ultimate Challenge For AI appeared first on Analytics India Magazine.
“Open source was reportedly worth at least $143 million of Instagram’s $1 billion acquisition by Facebook in 2012. ” Just like a thriving, busy physical world, the rise of technology has opened up an equally busy digital world. And, open source software (OSS) makes up for all the digital infrastructure we have today. Every internet…
The post An Ode To Open Source: We Can’t Thank The Community Enough appeared first on Analytics India Magazine.
The Machine Wears Prada
From corsets to crop tops, the fashion industry has come a long way. A key element of fashion is how quick and competitive the industry needs to be. For instance, since the second world war, fashion was split into two seasons—spring and summer lines—and people eagerly awaited the arrival of each season’s lines. Today, Zara…
The post The Machine Wears Prada appeared first on Analytics India Magazine.
Facebook’s AI wing recently announced that it will open-source its FLORES-101 database to allow researchers to benefit from the work and use it to improve multilingual translation models. FLORES-101 is a many-to-many evaluation data set which covers 101 different languages. The database is available, along with a tech report and models, here for free use…
The post Facebook Gives Away Its Largest Language Database For Free appeared first on Analytics India Magazine.
DQN or Deep-Q Networks were first proposed by DeepMind back in 2015 in an attempt to bring the advantages of deep learning to reinforcement learning(RL), Reinforcement learning focuses on training agents to take any action at a particular stage in an environment to maximise rewards. Reinforcement learning then tries to train the model to improve…
The post What Are DQN Reinforcement Learning Models appeared first on Analytics India Magazine.
DQN or Deep-Q Networks were first proposed by DeepMind back in 2015 in an attempt to bring the advantages of deep learning to reinforcement learning(RL), Reinforcement learning focuses on training agents to take any action at a particular stage in an environment to maximise rewards. Reinforcement learning then tries to train the model to improve…
The post What Are DQN Reinforcement Learning Models appeared first on Analytics India Magazine.
“Andrew Ng will soon be launching a campaign; a competition to push for data-centric models.” A lot of people joke about how 80 percent of machine learning is simply data cleaning. Additionally, many people look at machine learning as a glorified, technical version of statistics—a field that places a great deal of importance on data.…
The post Andrew Ng To Kickstart A New Generation Of AI appeared first on Analytics India Magazine.
Machine learning technologies, such as Natural Language Processing (NLP), are being increasingly deployed in healthcare settings especially during last year’s pandemic. Analysing text to identify diseases is among the primary tasks medical NLP systems are required to perform. Traditionally, training such classifiers for Named Entity Recognition (NER) has relied on hand-labelled training data. Such practices,…
The post How COVID-19 Brought About A Faster NLP For Clinical Text appeared first on Analytics India Magazine.
“While we can predict house prices with accuracy, we cannot use such ML models to answer questions like whether one needs more dining rooms.” Artificial Intelligence has been a force of nature in many fields. From augmenting advancements in health and education to bridging gaps through speech recognition and translation AI—machine intelligence is becoming more…
The post Machine Learning Through The Lens of Econometrics appeared first on Analytics India Magazine.