Media Summary: Basic machine learning: - Supervised, unsupervised, reinforcement learning - Optimization: Objective function, loss function, ... BERT & GPT - Word embedding review - Contextualized word embedding (ELMo, GPT-1, BERT) - GPT-2 & GPT-3 & ChatGPT ... Transformers - Prepare input - Implement Transformer - Train and Evaluate - Visualize attention.

Programming For Ai Ai504 Fall - Detailed Analysis & Overview

Basic machine learning: - Supervised, unsupervised, reinforcement learning - Optimization: Objective function, loss function, ... BERT & GPT - Word embedding review - Contextualized word embedding (ELMo, GPT-1, BERT) - GPT-2 & GPT-3 & ChatGPT ... Transformers - Prepare input - Implement Transformer - Train and Evaluate - Visualize attention. BERT & GPT - Word embedding review - Contextualized word embedding (ELMo, GPT) - BERT - GPT-2 & GPT-3. Transformer - Self-attention - Multi-head attention - Transformer (encoder) - Positional encoding - Sequence-to-sequence with ... Autoencoder - Latent representation - Autoencoder - Training process - Visualization - Sparse autoencoder, denoising ...

Image to Text - Dataset preprocessing (Flickr 8k) - Show, Attend and Tell implementation: encoder, attention module, docoder ...

Photo Gallery

Programming for AI (AI504, Fall 2020), Class 1: Introduction
Programming for AI (AI504, Fall 2022), Class 1: Introduction
Programming for AI (AI504, Fall 2023), Class 2: Basic Machine Learning
Programming for AI (AI504, Fall 2024), Class 1: Introduction
Programming for AI (AI504, Fall 2024), Class 11: BERT & GPT
Programming for AI (AI504, Fall 2020), Class 2: Basic Machine Learning
Programming for AI (AI504, Fall 2024), Practice 10: Transformer
Programming for AI (AI504, Fall 2023), Class 1: Introduction
Programming for AI (AI504, Fall 2020), Class 12: BERT & GPT
Programming for AI (AI504, Fall 2020), Class 11: Transformer
Programming for AI (AI504, Fall 2023), Class 4: Autoencoder
Programming for AI (AI504, Fall 2020), Practice 10: Image to Text
View Detailed Profile
Programming for AI (AI504, Fall 2020), Class 1: Introduction

Programming for AI (AI504, Fall 2020), Class 1: Introduction

Introduction to the class.

Programming for AI (AI504, Fall 2022), Class 1: Introduction

Programming for AI (AI504, Fall 2022), Class 1: Introduction

Introduction.

Programming for AI (AI504, Fall 2023), Class 2: Basic Machine Learning

Programming for AI (AI504, Fall 2023), Class 2: Basic Machine Learning

Basic machine learning: - Supervised, unsupervised, reinforcement learning - Optimization: Objective function, loss function, ...

Programming for AI (AI504, Fall 2024), Class 1: Introduction

Programming for AI (AI504, Fall 2024), Class 1: Introduction

Introduction.

Programming for AI (AI504, Fall 2024), Class 11: BERT & GPT

Programming for AI (AI504, Fall 2024), Class 11: BERT & GPT

BERT & GPT - Word embedding review - Contextualized word embedding (ELMo, GPT-1, BERT) - GPT-2 & GPT-3 & ChatGPT ...

Programming for AI (AI504, Fall 2020), Class 2: Basic Machine Learning

Programming for AI (AI504, Fall 2020), Class 2: Basic Machine Learning

Basic machine learning: - Supervised, unsupervised, reinforcement learning - Optimization: Objective function, loss function, ...

Programming for AI (AI504, Fall 2024), Practice 10: Transformer

Programming for AI (AI504, Fall 2024), Practice 10: Transformer

Transformers - Prepare input - Implement Transformer - Train and Evaluate - Visualize attention.

Programming for AI (AI504, Fall 2023), Class 1: Introduction

Programming for AI (AI504, Fall 2023), Class 1: Introduction

Introduction.

Programming for AI (AI504, Fall 2020), Class 12: BERT & GPT

Programming for AI (AI504, Fall 2020), Class 12: BERT & GPT

BERT & GPT - Word embedding review - Contextualized word embedding (ELMo, GPT) - BERT - GPT-2 & GPT-3.

Programming for AI (AI504, Fall 2020), Class 11: Transformer

Programming for AI (AI504, Fall 2020), Class 11: Transformer

Transformer - Self-attention - Multi-head attention - Transformer (encoder) - Positional encoding - Sequence-to-sequence with ...

Programming for AI (AI504, Fall 2023), Class 4: Autoencoder

Programming for AI (AI504, Fall 2023), Class 4: Autoencoder

Autoencoder - Latent representation - Autoencoder - Training process - Visualization - Sparse autoencoder, denoising ...

Programming for AI (AI504, Fall 2020), Practice 10: Image to Text

Programming for AI (AI504, Fall 2020), Practice 10: Image to Text

Image to Text - Dataset preprocessing (Flickr 8k) - Show, Attend and Tell implementation: encoder, attention module, docoder ...

Programming for AI (AI504, Fall 2022), Class 11: BERT & GPT

Programming for AI (AI504, Fall 2022), Class 11: BERT & GPT

BERT & GPT - Word embedding review - Contextualized word embedding (ELMo, GPT) - BERT - GPT-2 & GPT-3.