Learn State of the Art Machine Learning and AI Algorithms
In this month, you will conceptually be introduced to Artificial Intelligence and the Deep Learning revolution. You will also be introduced to the most sophisticated AI algorithms from global technology companies such as Facebook and Google and their use cases. You will then be enabled with a network of others to explore Computer Vision (OpenCV & DEEP Stack), Natural Language Processing (GPT-3) & Self Driving Cars Algorithms (Open Pilot)
Deep Dive into Deep Learning
Here you will learn perceptrons, multi-layer perceptrons, and the building blocks behind Neural Networks (vectors, matrices, weights), Stochastic Gradient Descent, Back propagation and Neural architectures builds. This will equip you with the knowledge required to build deep learning algorithms from scratch without bogging you down with redundant math.
Learn about the Architectures of the Algorithms
In this month, you will learn about deep learning architectures that build these algorithms ranging from Artificial Neural Networks (ANNs) Convolutional Neural Networks (CNNs), Recurrent Neural Networks (RNNs) and Generative Adversarial Networks (GANs). You will also learn about third party APIs such as Amazon Web Services (Sagemaker etc) and Deep learning libraries such as Fast.ai, Pytorch and TensorFlow
Prototype your own AI Application
In month 4, you will use the knowledge learnt in previous months to prototype a useful AI application that can have an implication for at least a million people. We want you to be ambitious and create something that will revolutionalize your domain field or better yet change the world.