Introduction  Data is being generated at an unprecedented rate from sources such as social media, financial transactions, and e-commerce platforms. Handling this continuous stream of information is a challenge, but it offers an opportunity to make timely and accurate decisions. Real-time systems, such as financial transactions, voice assistants, and health monitoring systems, rely on continuous […] The post Guide to Online Learning and Passive-Aggressive Algorithms appeared first on Analytics Vidhya ..read more

Introduction In the current-world that operates based on data, Relational AI Graphs (RAG) hold a lot of influence in industries by correlating data and mapping out relations. However, what if one could go a little further more than the other in that sense? Introducing Multimodal RAG, text and image, documents and more, to give a […] The post Understanding Multimodal RAG: Benefits and Implementation Strategies appeared first on Analytics Vidhya ..read more

Introduction Imagine watching a drop of ink slowly spread across a blank page, its color slowly diffusing through the paper until it becomes a beautiful, intricate pattern. This natural process of diffusion, where particles move from areas of high concentration to low concentration, is the inspiration behind diffusion models in machine learning. Just as the […] The post What are Diffusion Models? appeared first on Analytics Vidhya ..read more

Introduction Suppose you are on the brink of a technological revolution, which is to embrace the Large Language Models (LLMs,) to unlock some incredible opportunities. As for many innovations from developing smart chatbots to analyzing data, LLMs are in the center of them. The good news? However, what people might not realize is that you […] The post 10 Free Resources to Learn LLMs appeared first on Analytics Vidhya ..read more

Introduction Sitting in front of a desktop, away from you, is your own personal assistant, she knows the tone of your voice, answers to your questions and is even one step ahead of you. This is the beauty of Amazon Alexa, a smart speaker that is driven by Natural Language Processing and Artificial Intelligence. But […] The post How Amazon Alexa Works Using NLP appeared first on Analytics Vidhya ..read more

Introduction Assessing a machine learning model isn’t just the final step—it’s the keystone of success. Imagine building a cutting-edge model that dazzles with high accuracy, only to find it crumbles under real-world pressure. Evaluation is more than ticking off metrics; it’s about ensuring your model consistently performs in the wild. In this article, we’ll dive […] The post Are You Making These Common Mistakes in Classification Modeling? appeared first on Analytics Vidhya ..read more

Introduction Imagine you’re building a new skyscraper. You wouldn’t start without a blueprint, right? Similarly, when developing software, having the right framework is crucial. In the vast world of Python, frameworks act as those blueprints, guiding developers through the construction process. They provide a structured foundation, so you can focus on creating impressive, functional applications. […] The post What are Frameworks in Python? appeared first on Analytics Vidhya ..read more

Introduction In language models, where the quest for efficiency and precision is paramount, Llama 3.1 Storm 8B emerges as a notable achievement. This fine-tuned version of Meta’s Llama 3.1 8B Instruct represents a leap forward in enhancing conversational and function-calling capabilities within the 8B parameter model class. The journey to this advancement is rooted in […] The post Llama-3.1-Storm-8B: The 8B LLM Powerhouse Surpassing Meta and Hermes Across Benchmarks appeared first on Analytics Vidhya ..read more

(SAMPLE) How Generative AI is Revolutionizing Software Development? Introduction Welcome to the future of software development! Generative AI (GenAI) has evolved from a mere buzzword into a powerful force that is fundamentally changing how we create software. No longer limited to theoretical concepts, GenAI is now at the forefront of innovation, automating tasks, generating code, […] The post (SAMPLE) How Generative AI is Revolutionizing Software Development?  appeared first on Analytics Vidhya ..read more

Introduction Interaction terms are incorporated in regression modelling to capture the effect of two or more independent variables in the dependent variable. At times, it is not just the simple relationship between the control variables and the target variable that is under investigation, interaction terms can be quite helpful at these moments. These are also […] The post A Guide to Understanding Interaction Terms appeared first on Analytics Vidhya ..read more