This contains programming exercises from all courses within the Coursera DeepLearning.AI TensorFlow Developer Professional Certificate:
i. Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning
- A New Programming Paradigm
- Introduction to Computer Vision
- Enhancing Vision with Convolutional Neural Networks
- Using Real-world Images
ii. Convolutional Neural Networks in TensorFlow
- Exploring a Larger Dataset
- Augmentation: A technique to avoid overfitting
- Transfer Learning
- Multiclass Classifications
iii. Natural Language Processing in TensorFlow
- Sentiment in text
- Word Embeddings
- Sequence models
- Sequence models and literature
iv. Sequences, Time Series and Prediction
- Sequences and Prediction
- Deep Neural Networks for Time Series
- Recurrent Neural Networks for Time Series
- Real-world time series data