Adnan Masood, a Machine Learning Phd's musings on Life, Technology, Research & Development
As we witness the astounding meteoric ascent of Foundation Models (eg. transformer-based large language models LLM/SSN/LSSM), I can't help but feel both excitement and trepidation. These models, like OpenAI's GPT, have been revolutionizing a multitude of tasks, from summarization to anomaly detection to code generation. Despite the undeniable, almost surreal and unreasonable effectiveness of these…
I recently came across an insightful research paper titled "Moving Fast With Broken Data" by Shreya Shankar, Labib Fawaz, Karl Gyllstrom, and Aditya G. Parameswaran from UC Berkeley and Meta. The paper addresses the significant issue of data corruption in machine learning (ML) pipelines, which often leads to decreased model accuracy. The authors present an…
So, there I was, sitting in front of the camera, chatting about AI like it's the next best thing since sliced bread. And you know what? It might just be. But some folks, including big names like Elon Musk and Steve Wozniak, think we should hit the brakes on large language model AI development. I…
Over the course of several decades, we have witnessed the landscape of Artificial Intelligence evolve- from simple rule-based systems to complex learning algorithms, our understanding of AI has transformed, and with it, our definition of the term, AI. From John McCarthy's 1955 coinage of "artificial intelligence" as "the science and engineering of making intelligent machines,"…
CLIPSTARE: Conversational Language Interface for Paperclip Standards, Theatrics, Algorithmic Repartee, and Exchanges Status of this Memo This memo provides information for the Internet community. It does not specify an Internet standard of any kind. Distribution of this memo is unlimited. Copyright Notice Copyright (C) The Interwebs (2023). All Rights Reserved. Abstract The One-Upmanship…
As an AI practitioner, I cannot overstate the importance of caution when evaluating the recent paper, "Sparks of Artificial General Intelligence: Early experiments with GPT-4". While GPT-4's capabilities are undeniably impressive, we must not let auto-regressive models predicting sequences in the most conceivable manner deceive us into believing that AGI is imminent. The paper claims…
In this first problem, we will explore two approaches to solving this classic programming problem: finding the sum of all multiples of 3 or 5 below a certain limit. We will first implement a brute force solution and then optimize it using an arithmetic approach. We will also provide pseudo code for both solutions and…
Greetings, fellow mathematical hitchhikers! Are you ready to embark on an interstellar journey across the fascinating universe of numbers and logic? Then buckle up, grab your towel, and prepare to navigate through the wondrous world of Project Euler, where mathematical challenges are waiting to be discovered and conquered. Project Euler, as any ardent hitchhiker knows,…
Title: "Monitoring, Troubleshooting, and Maintaining Azure OpenAI GPT-3 Applications: Best Practices for Long-Term Success" Introduction In this blog post, we'll discuss best practices for monitoring, troubleshooting, and maintaining your Azure OpenAI GPT-3 applications to ensure their long-term success and stability. We'll cover topics like setting up monitoring, handling API errors, and updating your applications to…
In this blog post, we will explore optimization techniques and deployment strategies to help you efficiently scale your Azure OpenAI GPT-3 solutions. We will discuss practical approaches to improve the performance and cost-effectiveness of your AI-powered applications, covering topics like prompt optimization, caching, and batch processing. We will also provide guidance on choosing the right…