/2021-google-ml-bootcamp

Google Machine Learning Bootcamp 2021

Primary LanguageJupyter Notebook

Google Machine Learning Bootcamp 2021

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1. Application Quiz Answer

2. Coursera Deep Learning Specialization

  • Detail Content View

  • 수료 완료

    1. Neural Networks and Deep Learing

    • Week 1 : Introduction to Deep Learning

    • Week 2 : Neural Networks Basics

    • Week 3 : Shallow Neural Networks

    • Week 4 : Deep Neural Networks

    1. Improving Deep Neural Network : Hyperparameter Tuning, Regularization and Optimization

    • Week 1 : Practical Aspects of Deep Learning

    • Week 2 : Optimization Algorithms

    • Week 3 : Hyperparameter Tuning, Batch Normalization and Programming Frameworks

    1. Structuring Machine Learning Projects

    • Week 1 : ML Strategy(1)

    • Week 2 : ML Strategy(2)

    1. Convolutional Neural Network

    • Week 1 : Foundations of Convolutional Nerual Network

    • Week 2 : Deep Convolutional Models : Case Studies

    • Week 3 : Object Detection

    • Week 4 : Special Application : Face Recognition & Neural Style Transfer

    1. Sequencial Models

    • Week 1 : Recurrent Neural Networks

    • Week 2 : Natural Language Processing & Word Embedding

    • Week 3 : Sequence Models & Attention Mechanism

    • Week 4 : Transfer Network

3. Tensorflow Developer Certificate

4. Kaggle Project

  • Kaggle Project

    • 수료 조건 : 내 캐글 Tabular Playground Series에 노트북을 제출하거나 Competition에 참여하여 상위 25%안에 랭킹 들기

5. GCP Professional Data Engineer Certificate

(Optional) 6. Programmers Dev-Match 미술작품 분류하기

  • Repository

    • 최종 제출 일자 : 2021.09.24 금요일
    • 프로젝트 수행 기간 : 2021.09.17 ~ 2021.09.24 (총 8일)