Taiyou / TensorFlow-in-Practice-Specialization

This is the repository for the answers to the coursera course: TensorFlow in Practice Specialization

TensorFlow-in-Practice-Specialization

This is the repository for the answers to the coursera course: TensorFlow in Practice Specialization.

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: Explorating a Larger Dataset
• Week 2: Augumentation: A technique to avoid overfitting
• Week 3: Transfer Learning
• Week 4: Multiclass Classisifications

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