Introducing Moondream2: A Tiny Vision-Language Model
Analytics Vidhya » NLP
by Vikas Verma
1d ago
Vision Language models are the models that can process and understand both visual and language(textual input) data simultaneously. These models combine techniques from Computer Vision and Natural Language Processing to understand and generate text based on the image content and language instruction. There are many large vision language models available such as OpenAI’s GPT-4v, Salesforce’s […] The post Introducing Moondream2: A Tiny Vision-Language Model appeared first on Analytics Vidhya ..read more
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Quantitative Metrics Simplified for Language Model Evaluation
Analytics Vidhya » NLP
by Vikas Verma
3w ago
Introduction Language models are usually trained on extensive amounts of textual data. These models aid in generating natural-sounding responses like humans. Additionally, they can perform various language-related tasks such as translation, text summarization, text generation, answering specific questions, and more. Language models’ evaluation is crucial to validate their performance, quality and to ensure the production […] The post Quantitative Metrics Simplified for Language Model Evaluation appeared first on Analytics Vidhya ..read more
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How to Use Gemma LLM?
Analytics Vidhya » NLP
by Ajay Kumar Reddy
1M ago
Introduction  Large language models (LLMs) are increasingly becoming powerful tools for understanding and generating human language. These models have achieved state-of-the-art results on different natural language processing tasks, including text summarization, machine translation, question answering, and dialogue generation. LLMs have even shown promise in more specialized domains, like healthcare, finance, and law. Google has been […] The post How to Use Gemma LLM? appeared first on Analytics Vidhya ..read more
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SQL Generation in Text2SQL with TinyLlama’s LLM Fine-tuning
Analytics Vidhya » NLP
by Ajay Kumar Reddy
1M ago
Introduction In the rapidly evolving field of Natural Language Processing (NLP), one of the most intriguing challenges is converting natural language queries into SQL statements, known as Text2SQL. The ability to transform a simple English question into a complex SQL query opens up numerous possibilities in database management and data analysis. This is where TinyLlama, […] The post SQL Generation in Text2SQL with TinyLlama’s LLM Fine-tuning appeared first on Analytics Vidhya ..read more
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LangChain: Automating Large Language Model (LLM) Evaluation
Analytics Vidhya » NLP
by Vikas Verma
2M ago
Introduction Large Language Models (LLMs) have captivated the world with their ability to generate human-quality text, translate languages, summarize content, and answer complex questions. Prominent examples include OpenAI’s GPT-3.5, Google’s Gemini, Meta’s Llama2, etc. As LLMs become more powerful and sophisticated, so does the importance of measuring the performance of LLM-based applications. Evaluating LLMs is […] The post LangChain: Automating Large Language Model (LLM) Evaluation appeared first on Analytics Vidhya ..read more
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Automated Fine-Tuning of LLAMA2 Models on Gradient AI Cloud
Analytics Vidhya » NLP
by Prashant Malge
2M ago
Introduction Welcome to the world of Large Language Models (LLM). In the old days, transfer learning was a concept mostly used in deep learning. However, in 2018, the “Universal Language Model Fine-tuning for Text Classification” paper changed the entire landscape of Natural Language Processing (NLP). This paper explored models using fine-tuning and transfer learning. LLAMA2 […] The post Automated Fine-Tuning of LLAMA2 Models on Gradient AI Cloud appeared first on Analytics Vidhya ..read more
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TinyLlama 1.1B – Size Doesn’t Matter
Analytics Vidhya » NLP
by Ajay Kumar Reddy
2M ago
Introduction In the quickly growing landscape of artificial intelligence and machine learning, TinyLlama 1.1B emerges as a noteworthy development. In an era where computational constraints pose challenges for running more complex models, TinyLlama stands out by defying expectations. It showcases the remarkable performance of compact models. This article aims to provide an analysis of TinyLlama […] The post TinyLlama 1.1B – Size Doesn’t Matter appeared first on Analytics Vidhya ..read more
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TinyLlama 1.1B – Size Doesn’t Matter
Analytics Vidhya » NLP
by Ajay Kumar Reddy
2M ago
Introduction In the quickly growing landscape of artificial intelligence and machine learning, TinyLlama 1.1B emerges as a noteworthy development. In an era where computational constraints pose challenges for running more complex models, TinyLlama stands out by defying expectations. It showcases the remarkable performance of compact models. This article aims to provide an analysis of TinyLlama […] The post TinyLlama 1.1B – Size Doesn’t Matter appeared first on Analytics Vidhya ..read more
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Solar 10.7B: Comparing Its Performance to Other Notable LLMs
Analytics Vidhya » NLP
by Ajay Kumar Reddy
2M ago
Introduction Transformers and the Large Language Models have taken the world by storm after they have been introduced in the field of Natural Language Processing (NLP). Since their inception, the field has been quickly evolving with innovations and research that make these LLMs more efficient. These include LoRA(Low-Rank Adaption), Flash Attention, Quantization, and the recent […] The post Solar 10.7B: Comparing Its Performance to Other Notable LLMs appeared first on Analytics Vidhya ..read more
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Supercharge Your AI with HuggingGPT
Analytics Vidhya » NLP
by Sakshi Khanna
2M ago
Introduction Artificial Intelligence (AI) has revolutionized various industries, enabling machines to perform complex tasks that were once considered exclusive to human intelligence. One of the key advancements in AI technology is HuggingGPT, a powerful tool that has gained significant attention in the AI community. In this article, we will explore the capabilities of HuggingGPT and […] The post Supercharge Your AI with HuggingGPT appeared first on Analytics Vidhya ..read more
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