The Agentic AI Era: A Primer
Author(s): Kaush B Originally published on Towards AI. GenAI, Agentic AI, Advanced AI Photo by Marija Zaric on Unsplash Content Introduction to Holistic Intelligence (HI) What are AI Agents? Types of AI Agents AI Agent Architecture: Topologies Enterprise AI Agents: Characteristics and …
Unlocking the Advantages of Semantic Chunking to Supercharge Your RAG Models
Author(s): Aditya Baser Originally published on Towards AI. 1. Introduction 1.1. What is chunking, and why do we need it? The intuition behind chunking and how it helps in the retrieval of information Imagine you are searching for a specific piece of …
#58 Can We Use One Big Model To Train Smaller Models?
Author(s): Towards AI Editorial Team Originally published on Towards AI. Good morning, AI enthusiasts! This week, we explore LLM optimization techniques that can make building LLMs from scratch more accessible with limited resources. We also discuss building agents, image analysis, large concept …
Module 1 Part -01 Building Block of Data Analytics
Author(s): Sudeep Originally published on Towards AI. created by me using canva If you are wondering what is this Module 1 and related stuff, please refer this : What is Data Analytics So it all starts with Statistics At a high level, …
Policy Learning β Deep Reinforcement Learning
Author(s): Sarvesh Khetan Originally published on Towards AI. A. Problem Statement We have already seen the problem statement here and saw how to solve it using Q learning approach but since Q learning has its own drawbacks, researchers innovated this approach called …
Six Books That Changed My Attitude to Managing Engineering Teams
Author(s): Dr. Aliaksei Mikhailiuk Originally published on Towards AI. Save Time, Boost Your Leadership Skills, and Build Happy and Winning Teams! This member-only story is on us. Upgrade to access all of Medium. Image generated with Imagen3-fast by the Author. Nobody wants …
Mastering Generative AI Architectural Patterns: A Comprehensive Guide
Author(s): Mike Originally published on Towards AI. Your Ultimate Interview Resource β A Walkthrough of Architectures From GANs to Large Multimodal Models(LMMs). This member-only story is on us. Upgrade to access all of Medium. Photo by BoliviaInteligente on Unsplash Generative Artificial Intelligence …
How Far Is AI Capable of Delivering on Its Promises and Changing Our Civilization?
Author(s): Jesus L. Lobo Originally published on Towards AI. Platoβs Allegory of the Cave as a parallel to the possibility of a real transformative AI. Source: Image by the author and used in [1]. This is one of the questions that comes …
Revolutionizing AI with Jamba: The Cost-Effective Game-Changer for Long Contexts
Author(s): Rohit Sharma Originally published on Towards AI. If you think all LLMs are the same β think again. Every time I find something new when I deep dive into a new framework! Iβve been of late experimenting with Jamba and as …
Advanced Hallucination Mitigation Techniques in LLMs – RAG, knowledge editing, contrastive decoding, self-refinement, uncertainty-aware beamΒ search
Author(s): Mohit Sewak, Ph.D. Originally published on Towards AI. Advanced Hallucination Mitigation Techniques in LLMs: Beyond RAG to a World of Riches Stuck in the RAG rut? Break free and discover other innovative and powerful techniques like knowledge editing, contrastive decoding, self-refinement, …
The Pattern Architecture & Systems β Why Ancient Greece Will Shape Modern Day Artificial Intelligence
Author(s): Cole Williams Originally published on Towards AI. βIβm starting to notice things I never saw before. For some reason, everything has become a metaphor.β Series Introduction & Conceptual Foundation To MLM β Mantic Season 1, Episode 1 This text explores interconnected …
Fine-Tuning a Pre-trained LLM for Sentiment Classification
Author(s): Dimitris Effrosynidis Originally published on Towards AI. Optimizing results with minimal effort This member-only story is on us. Upgrade to access all of Medium. Image by author. In a previous tutorial, Traditional vs. Generative AI for Sentiment Classification, we predicted the …
Classifying the Unstructured: A Guide to Text Classification with Representation and Generative Models
Author(s): Shivam Dattatray Shinde Originally published on Towards AI. This article will delve into the various methodologies to perform text classification using transformer-based models, explaining their principles, applications. Weβll explore both representation-focused and generative approaches, leveraging the flexibility and power of transformer …
Building Multimodal RAG Application #8: Putting it All Together! Building Multimodal RAG Application
Author(s): Youssef Hosni Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Multimodal retrieval-augmented generation (RAG) is transforming how AI applications handle complex information by merging retrieval and generation capabilities across diverse data types, …
7 Counterintuitive and Non-intuitive Probability Problems
Author(s): Saankhya Mondal Originally published on Towards AI. Exploring Mind-Bending Scenarios Where Probability Challenges Our Expectations This member-only story is on us. Upgrade to access all of Medium. This article will explore seven fascinating probability problems that challenge intuition and lead to …