Udemy - Optimizers in Machine Learning and Deep Learning torrent

Optimizers in Machine Learning and Deep Learning

https://DevCourseWeb.com

Published 8/2024
Created by Mac Data Insights
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 34 Lectures ( 2h 5m ) | Size: 1 GB

A deep dive into the math behind popular optimizers in machine learning and deep learning

What you'll learn:
Understand the math behind popular optimizers - Stochastic gradient descent, Momentum, NAG, Adagrad, RMSprop, Adam
Gain intuition behind each of these optimizers, so you can decide the best optimizer for a given dataset
Revise TensorFlow basics
Master hyperparameter tuning of each of these optimizers in TensorFlow
Perform optimization calculations by hand and match the results with the outputs generated by TensorFlow optimizer libraries

Requirements:
A basic understanding of machine learning and the role of optimizers is beneficial.