2021 Google ML Bootcamp


구글머신러닝부트캠프 (2021.08.06~current)

1. Deep Learning Specialization Course 수료 1. ML Certificate 1. Kaggle Project 1. Weekly Meetup



1. Deep Learning Specialization Course

Week 시작일 마감일 강좌
1 2021/08/06 2021/08/16 1st course: Neural Networks and Deep Learning
▪ Introduction to deep learning
▪ Neural Networks Basics
2 2021/08/16 2021/08/23 1st course: Neural Networks and Deep Learning
▪ Shallow neural networks
▪ Deep neural networks
3 2021/08/23 2021/08/30 2nd course: Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization
▪ Practical aspects of Deep Learning
4 2021/08/30 2021/09/06 2nd course: Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization
▪ Optimization algorithms
▪ Hyperparameter tuning, Batch Normalization and Programming Frameworks
5 2021/09/06 2021/09/13 3rd course: Structuring Machine Learning Projects
▪ ML Strategy(1)
▪ ML Strategy(2)
4th course: Convolutional Neural Networks
▪ Foundations of Convolutional Neural Networks
6 2021/09/13 2021/09/20 4th course: Convolutional Neural Networks
▪ Deep convolutional models: case studies
▪ Object Detection
7 2021/09/20 2021/09/27 4th course: Convolutional Neural Networks
▪ Special applications: Face recognition & Neural style transfer
▪ Recurrent Neural Networks
8 2021/09/27 2021/10/04 5th course: Sequence Models
▪ Natural Language Processing & Word Embeddings
▪ Sequence models & Attention mechanism
▪ Transformers


2. Certificate

TensorFlow certification

GCP Professional Data Engineer certification

GCP Professional ML Engineer certification



3. Kaggle Project