Cache-Augmented Generation (CAG) vs Retrieval-Augmented Generation (RAG)
Author(s): Talha Nazar Originally published on Towards AI. Cache-Augmented Generation (CAG) vs Retrieval-Augmented Generation (RAG) — Image by Author In the evolving landscape of large language models (LLMs), two significant techniques have emerged to address their inherent limitations: Cache-Augmented Generation (CAG) and …
Accelerating Drug Approvals Using Advanced RAG
Author(s): Arunabh Bora Originally published on Towards AI. Using RAG with multi-representation indexing to get full context data from technical documents This member-only story is on us. Upgrade to access all of Medium. Image generated with Imagen 3 This article is inspired …
How AI is Transforming Evaluation Practices
Author(s): Mirko Peters Originally published on Towards AI. This post explores the transformative effects of advanced data integration and AI technologies in evaluation processes within the public sector, emphasizing the potential, challenges, and future implications of these innovations. This member-only story is …
The Potential Consciousness of AI: Simulating Awareness and Emotion for Enhanced Interaction
Author(s): James Cataldo Originally published on Towards AI. The Potential Consciousness of AI: Simulating Awareness and Emotion for Enhanced Interaction The benefit of simulated consciousness, from virtual worlds to the real one Source: AI generated image from perchance.org Whether it is possible …
TAI #136: DeepSeek-R1 Challenges OpenAI-o1 With ~30x Cheaper Open-Source Reasoning Model
Author(s): Towards AI Editorial Team Originally published on Towards AI. What happened this week in AI by Louie This week, the LLM race was blown wide open with Deepseek’s open-source release of R1. Performance is close to o1 in most benchmarks. Built …
Mastering Data Scaling: The Only Guide You’ll Ever Need (Straight from My Journey)
Author(s): Suraj Jha Originally published on Towards AI. How I Finally Conquered Data Scaling: Learn from My Real-World Experience This member-only story is on us. Upgrade to access all of Medium. Image By Author Scaling is one of the fundamental steps in …
Small Language Models
Author(s): Lalit Kumar Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. SLM vs LLM If you are not a Medium member, you can read this article here. Large language models have become very …
Small Language Models
Author(s): Lalit Kumar Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. SLM vs LLM If you are not a Medium member, you can read this article here. Large language models have become very …
You Can Out-Compete OpenAI.
Author(s): Savvas Theocharous Originally published on Towards AI. Don’t let the big dogs scare you. You have the advantage. This member-only story is on us. Upgrade to access all of Medium. This message is for those who genuinely love AI. This is …
Why Small Language Models Make Business Sense
Author(s): Paul Ferguson, Ph.D. Originally published on Towards AI. Image generated by Gemini AI Small Language Models are changing the way businesses implement AI by providing solutions that operate efficiently using standard hardware. Despite the attention given to massive AI models, these …
Best Laptop For Data Science
Author(s): Egor Howell Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. What’s the best laptop and does it even matter? Photo by Alex Knight on Unsplash I always get asked what’s the best …
Policy Learning — 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 …
Mastering Generative AI Architectural Patterns: A Comprehensive Guide
Author(s): Mike Originally published on Towards AI. Your Ultimate Interview Resource — 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. Plato’s 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 …
Advanced Hallucination Mitigation Techniques in LLMs – RAG, knowledge editing, contrastive decoding, self-refinement, uncertainty-aware beam 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, …
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