DeepLearning.AI TensorFlow Developer Coursera

This repository was created to collect my self-notes, codes and solutions of every videos / reading materials / questions / quizes / exercises while learning TensorFlow Developer course on Coursera by DeepLearning.AI taught by Laurence Moroney.

TensorFlow

TensorFlow is one of the most in-demand and popular open-source deep learning frameworks available today. The DeepLearning.AI TensorFlow Developer Professional Certificate program teaches you applied machine learning skills with TensorFlow so you can build and train powerful models.

Course Topics

The topics covered in this course are:

1. Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning
   • Week 1 A New Programming Paradigm
   • Week 2 Introduction to Computer Vision
   • Week 3 Enhancing Vision with Convolutional Neural Networks
   • Week 4 Using Real-world Images
2. Convolutional Neural Networks in TensorFlow
   • Week 1 Exploring a Larger Dataset
   • Week 2 Augmentation: A technique to avoid overfitting
   • Week 3 Transfer Learning
   • Week 4 Multiclass Classifications
3. Natural Language Processing in TensorFlow
   • Week 1 Sentiment in text
   • Week 2 Word Embeddings
   • Week 3 Sequence models
   • Week 4 Sequence models and literature
4. Sequences, Time Series and Prediction
   • Week 1 Sequences and Prediction
   • Week 2 Deep Neural Networks for Time Series
   • Week 3 Recurrent Neural Networks for Time Series
   • Week 4 Real-world time series data

Certificate of Completion

coming-soon.