AI Academy

Neural Networks and Deep Learning

Instructor: Andrew Ng , Kian Katanforoosh , Younes Bensouda Mourri Duration: 2 weeks at 10 hours a week
Linear Algebra
Artificial Intelligence
Calculus
Python Programming
Supervised Learning
Deep Learning
Artificial Neural Networks
Machine Learning
Performance Tuning

Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

Instructor: Andrew Ng , Kian Katanforoosh , Younes Bensouda Mourri Duration: 9 hours to complete
Tensorflow
Debugging
Analysis
Artificial Intelligence and Machine Learning (AI/ML)
Machine Learning Algorithms
Deep Learning
Performance Tuning
Artificial Neural Networks

Structuring Machine Learning Projects

Instructor: Andrew Ng , Younes Bensouda Mourri , Kian Katanforoosh Duration: Approx. 6 hours
Performance Tuning
Keras (Neural Network Library)
Deep Learning
Data Quality
Debugging
Artificial Intelligence
PyTorch (Machine Learning Library)
Applied Machine Learning
Tensorflow
Machine Learning

Convolutional Neural Networks

Instructor: Andrew Ng , Kian Katanforoosh , Younes Bensouda Mourri Duration: 2 weeks at 10 hours a week
Image Analysis
Artificial Neural Networks
Deep Learning
Data Processing
Computer Vision
Applied Machine Learning
Algorithms
PyTorch (Machine Learning Library)
Tensorflow
Artificial Intelligence

Sequence Models

Instructor: Andrew Ng , Kian Katanforoosh , Younes Bensouda Mourri Duration: 1 week at 10 hours a week
Tensorflow
Natural language processing
Large Language Modeling
PyTorch (Machine Learning Library)
Deep Learning
Artificial Neural Networks
Artificial Intelligence and Machine Learning (AI/ML)
Applied Machine Learning