Reference Video https://www.youtube.com/watch?v=WZeZZ8_W-M4
What is AI? Machine jobs that performs jobs that mimic human behavior.
- Problem solving
- decision-making
- NLP
- Speech Recognition
- Robotics
What is ML? Machine Learning techniques existed since 1950s. For example the Nearest Neighbour Algorithm is created at 1967. These are called classical Machine Learning, when you are employing classical machine learning models. However being old doesn’t necessarily mean its badachines that gets better at a task without programming
Types of ML
- Classical Supervised Learning - Using a model to learn from training data to map the target data Unsupervised Learning - Using a model to extract relationship between data
- Reinforcement Learning - Agent operates and learns from feedbacks
- Ensemble Method
- Bagging
- Boosting
- Stacking
Neural Networks and Deep Learning
- CNN (Convulutaional Neural Network)
- RNN (Recurrent Neural Network)
- GAN (Generative Adversarial Neural Network)
Deep Learning? Machines that have artificial neural network inspired by human brain
GenAI? Subset of AI that Generates things, more of a marketing term. More often under Deep Learning. utilises advanced machine learning techniques, ie GPTs
AI is more about using existing data to make decisions, whereas GenAI uses existing data to create new data.