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Isaac Kargar
Isaac Kargar

1.1K Followers

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11 hours ago

Life-Long Learning — Part a

In this blog post, I want to write about life-long learning and see what it is actually. One of the resources is the “Stanford CS330 Deep Multi-Task & Meta-Learning” course and mainly lecture 15. …

Deep Learning

9 min read

Life-Long Learning — Part a
Life-Long Learning — Part a
Deep Learning

9 min read


Jul 5

Whisper — Robust Speech Recognition via Large-Scale Weak Supervision

Whisper is a versatile speech recognition model that has been extensively trained on a wide range of audio samples. It's a multitasking model that can handle multiple tasks, including multilingual speech recognition, speech translation, and language identification. — Note: Generative AI services are used as assistants in this blog post!! Introduction Pre-trained audio encoders, while able to learn high-quality representations of speech, have limitations due to their unsupervised nature. They lack an equally high-quality decoder, requiring a complex fine-tuning stage to be useful for tasks like speech recognition. Fine-tuning…

Deep Learning

8 min read

Whisper — Robust Speech Recognition via Large-Scale Weak Supervision
Whisper — Robust Speech Recognition via Large-Scale Weak Supervision
Deep Learning

8 min read


Jul 3

Paper Explained: Tree of Thoughts — Deliberate Problem Solving with Large Language Models

Note: Generative AI services are used as assistants in this blog post! This post is a summary of the paper Tree of Thoughts: Deliberate Problem Solving with Large Language Models. Introduction There’s been a lot of progress with language models recently. They’re doing a great job with many tasks. But, they’re…

Deep Learning

11 min read

Paper Explained: Tree of Thoughts —  Deliberate Problem Solving with Large Language Models
Paper Explained: Tree of Thoughts —  Deliberate Problem Solving with Large Language Models
Deep Learning

11 min read


May 29

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

Isaac Kargar

Isaac Kargar

1.1K 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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