Introduction As someone deeply immersed in the world of artificial intelligence, I’ve seen firsthand how fine-tuning revolutionizes pre-trained large language models (LLMs). Bridging the gap between general AI training and specific tasks sparked my interest in exploring fine-tuning. Fine-tuning is like specializing in a field after getting a broad education. LLMs adapt their general knowledge […] The post Top 9 Fine-tuning Interview Questions and Answers appeared first on Analytics Vidhya ..read more

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Introduction As you may know, large language models (LLMs) are taking the world by storm, powering remarkable applications like ChatGPT, Bard, Mistral, and more. But have you ever wondered what fuels these robust AI systems? The answer lies in the vast datasets used to train them. Just like humans learn from exposure to information, LLMs […] The post 10 Open Source datasets for LLM training appeared first on Analytics Vidhya ..read more

Introduction Apache Airflow is a powerful platform that revolutionizes the management and execution of Extracting, Transforming, and Loading (ETL) data processes. It offers a scalable and extensible solution for automating complex workflows, automating repetitive tasks, and monitoring data pipelines. This article explores the intricacies of automating ETL pipelines using Apache Airflow on AWS EC2. It […] The post Streamlining Data Workflow with Apache Airflow on AWS EC2 appeared first on Analytics Vidhya ..read more

Alibaba, in collaboration with Nanyang Technological University and Singapore University of Technology and Design, unveils LLM-R2, an innovative system aimed at enhancing SQL query efficiency. The system incorporates a Large Language Model (LLM) to revolutionize query rewriting, significantly reducing execution times while maintaining accuracy and reliability. Let’s learn more about this new model. Also Read: […] The post Alibaba’s LLM-R2: Revolutionizing SQL Query Efficiency appeared first on Analytics Vidhya ..read more

Are you ready to fuel your creativity? Join our Prompt Battle! Share your prompts and let’s create magic together. Whether you’re a seasoned creator or just starting out, this is your chance to shine. Drop yourprompts in the comments and let the battle for brilliance begin! How does it Work? Step 1: You give us […] The post Let the Prompt Battle Begin #11 appeared first on Analytics Vidhya ..read more

Google researchers have unveiled TransformerFAM, a novel architecture set to revolutionize long-context processing in large language models (LLMs). By integrating a feedback loop mechanism, TransformerFAM promises to enhance the network’s ability to handle infinitely long sequences. This addresses the limitations posed by quadratic attention complexity. Also Read: PyTorch’s TorchTune: Revolutionizing LLM Fine-Tuning Understanding the Limitations […] The post Google’s TransformerFAM: A Breakthrough in Long-Context Processing appeared first on Analytics Vidhya ..read more

Introduction The birth of AI in the 1950s, its maturation in the 1960s, and the boom in the 1980s have resulted in today’s GenAI era—a generation witnessing the culmination of decades of innovation, laying the foundation for unprecedented advancements in technology, society, and beyond. GenAI, a subset of artificial intelligence, is known for increased efficiency, […] The post Salary Trends in GenAI – One of the Lucrative Jobs in the 21st Century appeared first on Analytics Vidhya ..read more

Introduction In natural language processing (NLP), it is important to understand and effectively process sequential data. Long Short-Term Memory (LSTM) models have emerged as a powerful tool for tackling this challenge. They offer the capability to capture both short-term nuances and long-term dependencies within sequences. Before delving into the intricacies of LSTM language translation models, […] The post Language Translation Using LSTM appeared first on Analytics Vidhya ..read more

Introduction Discover the latest milestone in AI language models with Meta’s Llama 3 family. From advancements like increased vocabulary sizes to practical implementations using open-source tools, this article dives into the technical details and benchmarks of Llama 3. Learn how to deploy and run these models locally, unlocking their potential within consumer hardware. Learning Objectives […] The post How to Run Llama 3 Locally? appeared first on Analytics Vidhya ..read more