Recently, researchers from Hugging Face showed task-specific prompting provides several benefits while fine-tuning pre-trained language models. In a paper called “How Many Data Points is a Prompt Worth?”, researchers stated prompting impacts the pre-trained models’ efficiency and is often worth hundreds of data points on average across classification tasks. Fine-tuning via an explicit classifier head…
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Recently, researchers from Hugging Face showed task-specific prompting provides several benefits while fine-tuning pre-trained language models. In a paper called “How Many Data Points is a Prompt Worth?”, researchers stated prompting impacts the pre-trained models’ efficiency and is often worth hundreds of data points on average across classification tasks. Fine-tuning via an explicit classifier head…
The post The Worth Of Prompts In Pre-trained Models appeared first on Analytics India Magazine.
Machine learning models can be classified into discriminative and generative models. In simple words, a discriminative model makes predictions based on conditional probability and is either used for classification or regression. On the other hand, a generative model revolves around the distribution of a dataset to return a probability for a given example. Discriminative Model…
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Transformers are all geared up to rule the world of computer vision. The sudden interest within research circles for multi-model machine learning have become obvious since the success of OpenAI’s CLIP and DALL.E. OpenAI co-founder Ilya Sutskever has even forecasted a future gravitating towards these fusion models, that can handle both language and vision tasks.…
The post Transformers For Vision: 7 Works That Indicate Fusion Is The Future Of AI appeared first on Analytics India Magazine.
This is the 12th article in the weekly series of Expert’s Opinion, where we talk to academics who study AI or other emerging technologies and their impact on society and the world. This week, we spoke to John Danaher, an academic and lecturer at the National University of Ireland (NUI), Galway, whose research focuses on…
The post We View Our Experiences As Content For Sharing: John Danaher, Ethical Researcher appeared first on Analytics India Magazine.
This is the 12th article in the weekly series of Expert’s Opinion, where we talk to academics who study AI or other emerging technologies and their impact on society and the world. This week, we spoke to John Danaher, an academic and lecturer at the National University of Ireland (NUI), Galway, whose research focuses on…
The post We View Our Experiences As Content For Sharing: John Danaher, Ethical Researcher appeared first on Analytics India Magazine.
Machine learning (ML) can handle many complex tasks than just output singular decisions based on a labelled training dataset. Reinforcement learning (RL), a subset of ML, can train an agent to learn through interaction with the environment and use trial and error methods to alter its behaviour based on feedback. While the RL model can…
The post The Societal Implications of Deep Reinforcement Learning appeared first on Analytics India Magazine.
Machine learning (ML) can handle many complex tasks than just output singular decisions based on a labelled training dataset. Reinforcement learning (RL), a subset of ML, can train an agent to learn through interaction with the environment and use trial and error methods to alter its behaviour based on feedback. While the RL model can…
The post The Societal Implications of Deep Reinforcement Learning appeared first on Analytics India Magazine.
India’s strive towards quantum computing must carve out a better place for itself when it comes to futuristic technologies.
The post India’s Quest Towards Quantum Supremacy appeared first on Analytics India Magazine.
India’s strive towards quantum computing must carve out a better place for itself when it comes to futuristic technologies.
The post India’s Quest Towards Quantum Supremacy appeared first on Analytics India Magazine.