What are the two Big Questions of the Universe that philosophers have been trying to resolve for over 2000 years?
- How does a human mind work?
- Can non-humans have minds?
These questions remain unanswered and are fundamental to the study of intelligence.
Define intelligence.
The ability to understand and learn things
Intelligence involves thinking and understanding rather than acting instinctively.
What is the goal of artificial intelligence (AI)?
To make machines do things that would require intelligence if done by humans
This goal raises the question of whether machines can think.
Who wrote the significant paper on machine intelligence titled ‘Computing Machinery and Intelligence’?
Alan Turing
This paper remains influential in the field of artificial intelligence.
What is the Turing Imitation Game?
A game designed to test a machine’s ability to exhibit intelligent behavior indistinguishable from a human
It consists of two phases involving an interrogator, a man, and a woman.
What are the two phases of the Turing Imitation Game?
- Phase 1: Interrogator questions a man and a woman
- Phase 2: Interrogator questions a computer pretending to be the man
The goal is for the computer to deceive the interrogator.
What does the Turing test provide?
An objective standard view on intelligence
It maintains communication between human and machine via terminals.
What are the components of computing systems for AI and data science?
- Hardware
- Software
- Infrastructure
These components are essential for running AI applications efficiently.
Name an example of hardware used in AI.
- GPUs (Graphics Processing Units)
- TPUs (Tensor Processing Units)
- CPUs (Central Processing Units)
These hardware types are crucial for processing and training AI models.
What are some examples of machine learning libraries?
- TensorFlow
- PyTorch
- Scikit-learn
- XGBoost
These libraries help programmers build and train AI models.
What is Generative AI?
A type of AI that produces new content including text, images, videos, and audio
Generative AI has roots dating back to the 1960s with the development of chatbots.
Who developed the first chatbot called ELIZA?
Professor Joseph Weizenbaum
ELIZA used pattern matching to mimic human conversations.
What is the significance of transformers in AI?
They are a type of deep neural network architecture critical for natural language processing tasks
Introduced in the paper ‘Attention is all you need’ by Google researchers.
What is a large language model (LLM)?
An AI algorithm that uses deep learning and large datasets to understand, summarize, generate, and predict new content
LLMs are trained using unsupervised learning followed by fine-tuning.
What are Generative Adversarial Networks (GANs)?
A machine learning model where two neural networks compete to generate new data samples
Developed by Ian Goodfellow and his colleagues.
What are the roles of the generator and discriminator in GANs?
- Generator: Produces new data samples
- Discriminator: Evaluates and classifies data samples
The generator aims to create indistinguishable data, while the discriminator aims to identify real versus fake data.
What notable deepfake video was created by Jordan Peele?
A video featuring former President Barack Obama delivering a fabricated speech
This video aimed to raise awareness about the dangers of deepfake technology.
During the 2020 presidential campaign in the USA, what type of videos surfaced showing Joe Biden?
Deepfake videos
These videos depicted Biden falling asleep, getting lost, and misspeaking, which fueled rumors about his cognitive decline.
Who created a series of realistic deepfake videos featuring actor Tom Cruise in 2021?
Chris Umé
The videos were released on TikTok and attracted tens of millions of views.
In May 2023, a deepfake video of Vice President Kamala Harris went viral showing her speaking _______.
gibberish
This video gained significant attention on social media.
What are some concerns associated with deepfake technology?
- Spreading misinformation
- Identity theft
- Creating convincing hoaxes
While some deepfake content is harmless, there are serious implications for misuse.
True or false: Some deepfake content is created for harmless entertainment purposes.
TRUE
However, there are significant concerns about the potential malicious use of this technology.
As technology advances, what is becoming increasingly important regarding deepfakes?
Vigilance and awareness
Understanding the existence and implications of deepfakes is crucial.
