Google Machine Learning Bootcamp 2024

Curriculum

Course	Syllabus	Start	Deadline
1st course: Neural Networks and Deep Learning	Introduction to deep learning	7/1	7/12
	Neural Networks Basics
	Shallow neural networks
	Deep Neural Networks
2nd course: Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization	Practical aspects of Deep Learning	7/12	7/23
	Optimization algorithms
	Hyperparameter tuning, Batch Normalization and Programming Frameworks
3rd course: Structuring Machine Learning Projects	ML Strategy (1)	7/23	7/30
	ML Strategy (2)
4th course: Convolutional Neural Networks	Foundations of Convolutional Neural Networks	7/30	8/12
	Deep convolutional models: case studies
	Object detection
	Special applications: Face recognition & Neural style transfer
5th course: Sequence Models	Recurrent Neural Networks	8/12	8/24
	Natural Language Processing & Word Embeddings
	Sequence models & Attention mechanism
	Transformer Network