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Isaac Kargar
Isaac Kargar

1K Followers

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6 days ago

Inside Transformers: An In-depth Look at the Game-Changing Machine Learning Architecture

Note: 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 Learning

23 min read

Inside Transformers: An In-depth Look at the Game-Changing Machine Learning Architecture
Inside Transformers: An In-depth Look at the Game-Changing Machine Learning Architecture
Machine Learning

23 min read


May 13

Graphs to Graph Neural Networks: From Fundamentals to Applications — Part 2b: Knowledge Graphs

Isaac: 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 Learning

19 min read

Graphs to Graph Neural Networks: From Fundamentals to Applications — Part 2b: Knowledge Graphs
Graphs to Graph Neural Networks: From Fundamentals to Applications — Part 2b: Knowledge Graphs
Deep Learning

19 min read


Apr 16

Graphs to Graph Neural Networks: From Fundamentals to Applications — Part 2a: Knowledge Graphs

Isaac: 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 Graph

15 min read

Graphs to Graph Neural Networks: From Fundamentals to Applications — Part 2a: Knowledge Graphs
Graphs to Graph Neural Networks: From Fundamentals to Applications — Part 2a: Knowledge Graphs
Knowledge Graph

15 min read


Apr 4

SELF-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 Learning

6 min read

SELF-REFINE — A New Milestone in the AI Era?
SELF-REFINE — A New Milestone in the AI Era?
Deep Learning

6 min read


Mar 1

WebGPT: Improving the factual accuracy of language models through web browsing

In 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 Learning

5 min read

WebGPT: Improving the factual accuracy of language models through web browsing
WebGPT: Improving the factual accuracy of language models through web browsing
Deep Learning

5 min read


Published in

AIGuys

·Feb 26

Graphs to Graph Neural Networks: From Fundamentals to Applications — Part 1b: Graph Theory Fundamentals

In 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.com

Graph

20 min read

Graphs to Graph Neural Networks: From Fundamentals to Applications — Part 1b: Graph Theory…
Graphs to Graph Neural Networks: From Fundamentals to Applications — Part 1b: Graph Theory…
Graph

20 min read


Published in

AIGuys

·Feb 21

LaMDA: Language Models for Dialog Applications

Note: 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…

Chatbots

8 min read

LaMDA: Language Models for Dialog Applications
LaMDA: Language Models for Dialog Applications
Chatbots

8 min read


Published in

AIGuys

·Feb 17

Graphs to Graph Neural Networks: From Fundamentals to Applications — Part 1a: Graph Theory Fundamentals

I 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 Learning

19 min read

Graphs to Graph Neural Networks: From Fundamentals to Applications — Part 1a: Graph Theory…
Graphs to Graph Neural Networks: From Fundamentals to Applications — Part 1a: Graph Theory…
Deep Learning

19 min read


Published in

AIGuys

·Feb 11

BlenderBot v2

Note: 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…

NLP

12 min read

BlenderBot v2
BlenderBot v2
NLP

12 min read


Published in

AIGuys

·Feb 4

SCENE: Reasoning about Traffic Scenes using Heterogeneous Graph Neural Networks

Encoding 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 Cars

9 min read

SCENE: Reasoning about Traffic Scenes using Heterogeneous Graph Neural Networks
SCENE: Reasoning about Traffic Scenes using Heterogeneous Graph Neural Networks
Autonomous Cars

9 min read

Isaac Kargar

Isaac Kargar

1K Followers

Co-Founder and CIO @ SUPPLYZ: https://www.supplyz.eu | Ph.D. candidate at the Intelligent Robotics Group at Aalto University | https://kargarisaac.github.io/

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