Rantej Singh’s Post

In addition to SHAP values, LIME can be used to interpret single classifications from AI models irrespective of the underlying algorithms or methodologies by tweaking the human-understandable parts of the input. https://lnkd.in/e-BXHvhy

LIME can be used to better understand ML models' classifications. It can even provide human understandable interpretations for NLP models where embeddings are the primary features.

Just finished the "Generative AI with Large Language Models" course from Deeplearning.AI! I gained a comprehensive understanding of generative AI and the key steps in a typical LLM-based generative AI lifecycle. The course also covered the transformer architecture that powers LLMs, how they're trained, and how fine-tuning enables LLMs, Parameter Efficient Fine-tuning (PEFT), Reinforcement Learning from Human Feedback(RHLF), chain of thought, Program-aided language (PAL) models and Reasoning and Actions (ReAct). #deeplearning.AI #generativeAI #LLMs

Discover the power of Retrieval Augmented Generation (RAG) - the future of AI content creation. This article unveils RAG's unique ability to blend language models with vector databases like MyScale, ensuring up-to-date, contextually rich outputs. Explore the advantages of RAG over traditional prompting and finetuning methods in the rapidly evolving AI landscape. https://lnkd.in/gMRfwGbk

🚀🧠 Exciting News in AI: Mixtral 8x22B vs 8x7B vs Mistral 7B - Which Model Tops the Chart? 🤖🔍 The AI community is abuzz as Mistral AI unleashes its latest innovation, the Mixtral 8x22B. This new entrant not only surpasses its predecessors—the 8x7B and Mistral 7B—in terms of parameter size but sets a new standard in the capabilities of Large Language Models (LLMs). 📊 Here’s What You Need to Know: Comprehensive Comparison: We break down the performance, capabilities, and technological advances of the Mixtral 8x22B compared to the 8x7B and Mistral 7B. Advanced Features: Discover the unique features that differentiate the 8x22B and how it's pushing the boundaries of what AI can achieve. Industry Impact: Learn about the potential applications of these models across different sectors and how they can drive innovation in your projects. Whether you're in tech development, data science, or just keen on the latest AI trends, understanding these models’ strengths can significantly influence your strategic decisions. 👉 Check out our latest article for a detailed analysis and find out which model is best suited for your needs! See here - https://lnkd.in/g_P5CQPr #MistralAI #LLM #AIModels #TechInnovation #DataScience #ArtificialIntelligence #TechnologyNews #MachineLearning #AIResearch

Machine Learning? Generative AI? What are these words anyway? Check out this blog post by Asma ZOGHLAMI and learn how these approaches can be leveraged to test more effectively. #WomenInTech #AI

Transformer Explainer Really cool interactive tool to learn about the inner workings of a Transformer model. Apparently, it runs a GPT-2 instance locally in the user's browser and allows you to experiment with your own inputs. This is a nice tool to learn more about the different components inside the Transformer and the transformations that occur. Here is my short video going over the tool: https://lnkd.in/eUMDiGh8 Tool: https://lnkd.in/eZbwmUXz ↓ Read by 75K+ AI researchers and devs, check out my weekly summary of the top AI and LLM papers. https://lnkd.in/e6ajg945

AI is increasingly prevalent in our daily lives, but it’s still easy to be confused by the difference between generative AI and machine learning. In this blog post written by our test lead, Dr Asma ZOGHLAMI, she explains the difference between machine learning and generative AI as well as highlight how software testers and quality assurance engineers can leverage both approaches to test more effectively. #ArtificialIntelligence #DataScience #MachineLearning #GenerativeAI #AIInovation Read more here: https://lnkd.in/e-KajwkV

Just wrapped up an eye-opening and insightful course on Generative AI from InterSystems. I'm thrilled with how InterSystems IRIS is revolutionizing the field with its Data Fabric solution for data preparation and Vector Search for efficient semantic searching for RAG setups. #GenerativeAI #InterSystemsIRIS #DataFabric #VectorSearch

🎥 Exciting Announcement! 🌟 I’m thrilled to share my latest YouTube video introducing LangGraph, an open-source framework that’s part of the LangChain ecosystem! In this video, we dive into how LangGraph enables the creation of stateful multi-actor applications using large language models (LLMs). Key Highlights: - Learn about the framework's capabilities, including cycles, branching, and human-in-the-loop support. - Watch a live demo featuring two agents: an assistant that writes an essay and a teacher that critiques it. - Discover how the assistant generates an essay on the impact of generative AI, followed by insightful feedback from the teacher. Join us on this journey to explore the future of LLM-based applications! Don’t forget to like, share, and subscribe for more updates! #GenAILamp #AgenticAI #LangGraph #TechAtWorldline 👉