Programming For Ai Ai504 Fall 2022 Class 2 Basic Machine Learning

Programming For Ai Ai504 Fall 2022 Class 2 Basic Machine Learning Information Guide

Introduction of Programming For Ai Ai504 Fall 2022 Class 2 Basic Machine Learning
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Introduction of Programming For Ai Ai504 Fall 2022 Class 2 Basic Machine Learning

Details Programming for AI (AI504, Fall 2022), Class 2: Basic Machine Learning Guide

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Programming for AI (AI504, Fall 2024), Practice 2: Basic Machine Learning

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

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

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

Programming for AI (AI504, Fall 2022), Class 14: Image-Text Multi-Modal Learning

Programming for AI (AI504, Fall 2024), Practice 1: Numpy

Programming for AI (AI504, Fall 2022), Practice 10: Transformer

Programming for AI (AI504, Fall 2024), Project 2 Announcement

Programming for AI (AI504, Fall 2022), Project 1 Q&A

Class 2: Data cleansing, imputation, and other data manipulations

Programming for AI (AI504, Fall 2024), Practice 7: Convolutional Neural Network

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Last Updated: September 16, 2026

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Summary

BERT & GPT - Word embedding review - Contextualized word embedding (ELMo, GPT) - BERT - GPT- Introduction to Numpy: - Scalars, vectors, matrices, tensors - Defining N-dimensional arrays - Indexing, slicing - Math operations ... Transformers - Prepare input - Implement Transformer - Train and Evaluate - Visualize attention. Convolutional Neural Networks - Practice session (implementing and training ResNet) - CNN architectures.

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