/Deep-Learning-Specialization

This repository is solely dedicated to my study of Andrew Ng's Deep Learning Specialization

Primary LanguageJupyter Notebook

Deep-Learning-Specialization

This repository is solely dedicated to my study of Andrew Ng's Deep Learning Specialization. This repository will track of my progress and my hands-on exercises.

Cert

Course 1: Neural Networks and Deep Learning

✔️ Week 1: Introduction to Deep Learning

✔️ Week 2: Neural Networks Basics

✔️ Week 3: Shallow Neural Networks

✔️ Week 4: Deep Neural Networks

Course 2: Improving Deep Neural Networks: 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

Course 3: Structuring Machine Learning Projects

✔️ Week 1: ML strategy (1)

✔️ Week 2: ML Strategy (2)

Course 4: Convolutional Neural Networks

✔️ Week 1: Foundations of Convolutional Neural Networks

✔️ Week 2: Deep Convolutional Models: Case Studies

✔️ Week 3: Object Detection

✔️ Week 4: Special Applications: Face Recognition & Neural Style Transfer

Course 5: Sequence Models

✔️ Week 1: Recurrent Neural Networks

✔️ Week 2: Natural Language Processing & Word Embeddings

✔️ Week 3: Sequence Models & Attention Mechanism