How to Perform Quantization in Machine Learning (Math Explained!)
Author(s): Richard Warepam Originally published on Towards AI. Quantization is a MUST Step to Fine-Tune Large Language Models This member-only story is on us. Upgrade to access all of Medium. Photo by ThisisEngineering on Unsplash Suppose you are fitting a large number …
How to Fine-Tune Llama 2 With LoRA
Author(s): Derrick Mwiti Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Photo by Simon Wiedensohler on Unsplash Until recently, fine-tuning large language models (LLMs) on a single GPU was a pipe dream. This …
SQL Quick Revision + Practice Guide for Data Analyst/ Data Engineer Interviews — (Part — III)
Author(s): Kamireddy Mahendra Originally published on Towards AI. SQL Advanced Concept — Window Functions — In detailed and simple Guide This member-only story is on us. Upgrade to access all of Medium. Photo by Rob Wingate on Unsplash To excel in data …
5 Key Techniques for Boosting LLMs You Must Know
Author(s): Nicholas Poon Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. You’ve probably heard about Large Language Models by now, as they’ve been making significant strides in the AI landscape recently. Therefore, understanding …
TAI #122; LLMs for Enterprise Tasks; Agent Builders or Fully Custom Pipelines?
Author(s): Towards AI Editorial Team Originally published on Towards AI. What happened this week in AI by Louie This week, the focus on customizing LLMs for enterprises gained further momentum with Microsoft’s announcement of Copilot Studio agents, following Salesforce’s launch of AgentForce …
Mastering Contextual Bandits: Personalization and Decision-Making in Real-Time
Author(s): Joseph Robinson, Ph.D. Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Contextual bandits extend traditional multi-armed bandit algorithms by incorporating contextual data to make more personalized, adaptive decisions. This blog explores the …
Zamba2–7B: Setting New Standards in NLP Performance and Efficiency — 25% Faster Inference with Step-by-Step Setup Guide
Author(s): Md Monsur ali Originally published on Towards AI. Achieve State-of-the-Art Benchmark Performance with Zamba2–7B: A Comprehensive Tutorial on Setup and Performance Check Against Leading 7B Models like Llama3–8B and Mistral This member-only story is on us. Upgrade to access all of …
How to Build Agents With Websearch Capabilities
Author(s): Julia Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Photo by Mohammad Rahmani on Unsplash In this article, we explore how to build an Agentic Retrieval-Augmented Generation (RAG) system using the Intel …
OCR with AI and LLM — A New Era of Intelligent Document Processing
Author(s): Tarun Singh Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. What if you could effortlessly extract critical data from complex PDFs or scanned documents with the power of AI? Imagine transforming hours …
Generative AI’s Growing Tech Debt: Managing the Ripple Effect
Author(s): Adel Zaalouk Originally published on Towards AI. Generative AI systems, LLMs, and multi-modal models are evolving fast. What’s clear is that we are moving beyond static predictive models and more towards more dynamic models and systems. Along that path, there are …
A Taxonomy of Retrieval Augmented Generation
Author(s): Abhinav Kimothi Originally published on Towards AI. Powering the rise of Contextual AI —Over 200 terms including Components, Pipelines, Ops Stack, Technologies & more This member-only story is on us. Upgrade to access all of Medium. Eight Themes of RAG Taxonomy …
Let’s Build Our Own Copilot — Free and Open Source! 🚀🛠️:
Author(s): Anoop Maurya Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Photo by Andrea De Santis on Unsplash AI-assisted coding tools are on the rise, with big names like GitHub Copilot and Several …
Transitioning From AI Teams To AI Squads
Author(s): Dr. Ori Cohen Originally published on Towards AI. AI Teams & AI Squads. In the evolving landscape of data-driven organizations, a critical question arises: When should a company transition from a centralized data science team to integrated AI squads? Organizations embarking …
Demystifying Algorithms: A Non-Technical Guide to How They Affect Your Life
Author(s): Victor Ojewale Originally published on Towards AI. In today’s world, algorithms are everywhere. They determine what you see on social media, the results of your Google searches, the shows Netflix recommends, and even how AI tools like ChatGPT respond to your …
Blockchain and Decentralization: Paving the Path to True Open-Source AI
Author(s): Laszlo Fazekas Originally published on Towards AI. The key players in AI can be broadly divided into two camps: advocates of open-source AI and proponents of closed, proprietary AI. Interestingly, one of the strongest advocates for closed AI is OpenAI, which, …
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