About this knowledge base

This post provides an overview of the content of this knowledge base.

January 23, 2021 - 3 minute read - Category: Overview - Tags: Overview

An Introduction to Deep Learning

Lecture 1: An Introduction to Deep Learning

January 18, 2023 - 2 minute read - Category: Intro - Tags: Deep learning

Convolutional Neural Networks

Lecture 2: Covers Convolutional Neural Networks

January 19, 2023 - 3 minute read - Category: Intro - Tags: Deep learning

Language Modeling, Recurrent Neural Nets and Seq2Seq

Lecture 3: Covers language models before transformers: RNNs, Seq2Seq, LSTM models

January 20, 2023 - 2 minute read - Category: Intro - Tags: Deep learning

The Transformer and Transformer Language Models

Letcure 4: Covers transformer architecture in general and begins discussion on transformer language models

January 21, 2023 - 2 minute read - Category: Intro - Tags: Deep learning

More on Transformer Language Models

Letcure 5: Continues discussion on transformer language models

January 22, 2023 - 2 minute read - Category: Intro - Tags: Deep learning

Vision Transformers

Letcure 6: Covers Vision Transformers

January 23, 2023 - 2 minute read - Category: Intro - Tags: Deep learning

Basics of Optimizing Neural Networks; classification

Letcure 7: Covers the basics of optimizing neural networks for classification

January 24, 2023 - 2 minute read - Category: Intro - Tags: Deep learning

Contrastive Learning

Letcure 8: Covers Contrastive Learning: Contrastive loss functions and associated model architectures.

February 23, 2023 - 2 minute read - Category: Intro - Tags: Deep learning

Prompt and Prefix Tuning

Letcure 9: Prompt and Prefix Tuning

February 24, 2023 - 1 minute read - Category: Intro - Tags: Deep learning