6 days agoMember-onlyInside Transformers: An In-depth Look at the Game-Changing Machine Learning ArchitectureNote: AI tools are used as an assistant in this post! As the field of artificial intelligence (AI) continues to change at a rapid pace, some designs have stood out for how much they have changed the field. The Transformer model has become a game-changer among these. …Machine Learning23 min readMachine Learning23 min read
May 13Member-onlyGraphs to Graph Neural Networks: From Fundamentals to Applications — Part 2b: Knowledge GraphsIsaac: In this post, I will continue learning about knowledge graphs. You can find the first part of this here. 11- What is the difference between a semantic network and a knowledge graph? A semantic network and a knowledge graph are both methods of representing knowledge in a structured way…Deep Learning19 min readDeep Learning19 min read
Apr 16Member-onlyGraphs to Graph Neural Networks: From Fundamentals to Applications — Part 2a: Knowledge GraphsIsaac: In this post, I will start to learn about knowledge graphs. I also started to use the more powerful model of ChatGPT with the GPT-4 model. I hope the responses are better now. I start by asking ChatGPT to give me some questions to learn about knowledge graphs: I…Knowledge Graph15 min readKnowledge Graph15 min read
Apr 4Member-onlySELF-REFINE — A New Milestone in the AI Era?Note: ChatGPT is used in this post as an assistant. When I found this work, I got super excited! A bunch of questions came to my mind, and I knew I had to write a blog post on it. It might be a game-changer like the Transformer paper was. This…Deep Learning6 min readDeep Learning6 min read
Mar 1Member-onlyWebGPT: Improving the factual accuracy of language models through web browsingIn this blog post, which is part of my blog post series on conversational AI and chatbots, I will review WebGPT proposed by OpenAI. Introduction WebGPT article discusses the challenge of long-form question-answering (LFQA) in natural language processing (NLP). LFQA systems have the potential to become a primary source of learning…Deep Learning5 min readDeep Learning5 min read
Published inAIGuys·Feb 26Member-onlyGraphs to Graph Neural Networks: From Fundamentals to Applications — Part 1b: Graph Theory FundamentalsIn this post, which is the second post from my blog post series on Graphs, we will go over another 10 questions about graph theory fundamentals. You can find the previous post here: Graphs to Graph Neural Networks: From Fundamentals to Applications — Part 1a: Graph Theory… I decided to start a series of blog posts on Graphs and Graph Neural Networks (GNNs) to learn more about these topics…kargarisaac.medium.comGraph20 min readGraph20 min read
Published inAIGuys·Feb 21Member-onlyLaMDA: Language Models for Dialog ApplicationsNote: ChatGPT and other AI tools are used as assistants in this blog post. Introduction This paper proposes LaMDA, a family of transformer-based neural language models designed for dialog proposed by Google. These models’ sizes range from 2B to 137B parameters, and they are pre-trained on a dataset of 1.56T…Chatbots8 min readChatbots8 min read
Published inAIGuys·Feb 17Member-onlyGraphs to Graph Neural Networks: From Fundamentals to Applications — Part 1a: Graph Theory FundamentalsI decided to start a series of blog posts on Graphs, Knowledge Graphs, and Graph Neural Networks (GNNs) to learn more about these topics. I thought it would also be fun to test ChatGPT and the new Bing, which I got access to recently, and see how they can help…Deep Learning19 min readDeep Learning19 min read
Published inAIGuys·Feb 11Member-onlyBlenderBot v2Note: ChatGPT and other AI writing assistant tools are used in this post to improve the writing quality. This article is part of my blog series on chatbots and conversational agents. In earlier posts, we reviewed ChatGPT, Meena, and BlenderBot v1. We will now review BlenderBot v2, which was developed…NLP12 min readNLP12 min read
Published inAIGuys·Feb 4Member-onlySCENE: Reasoning about Traffic Scenes using Heterogeneous Graph Neural NetworksEncoding the driving scene in an autonomous driving system is a very important task that has not yet been solved completely. This work is one of the most recent ones that I found interesting among the many researchers who are working to encode driving scenes using graph neural networks. …Autonomous Cars9 min readAutonomous Cars9 min read