4th Session- Artificial Intelligence

This session we deal with the following questions: I. What is artificial intelligence (AI)? II. What is machine learning (ML)? III. How are AI and ML used in the social sciences?

 

1- Lecture: Watch the following lectures and answer the interactive questions (which are graded). We recommend to use the following slide print-outs to take notes.

 

I. What is Artificial Intelligence?

1slidePerPage_UCCSS_Shelton_AI.pdf Download 1slidePerPage_UCCSS_Shelton_AI.pdf

3slidesPerPage_UCCSS_SheltonAI.pdf Download 3slidesPerPage_UCCSS_SheltonAI.pdf

UCCSS_Shelton_AI1: A Short History of AI (9min) UCCSS_Shelton_AI2: State of the Art (6min) UCCSS_Shelton_AI3: The Most Intelligent Gamer (5min) UCCSS_Shelton_AI4: Search & Robotics (7min) UCCSS_Shelton_AI5: Vision & ML (7min) UCCSS_Shelton_AI6: AI Challenges (5min)

 

II. What is Machine Learning?

 1slidePerPage_UCCSS_Shelton_ML.pdf Download 1slidePerPage_UCCSS_Shelton_ML.pdf

3slidesPerPage_UCCSS_SheltonML.pdf Download 3slidesPerPage_UCCSS_SheltonML.pdf

UCCSS_Shelton_ML1: Machine Learning (6min) UCCSS_Shelton_ML2: Overfitting (4min) UCCSS_Shelton_ML3: Training, Validation, Testing (7min) UCCSS_Shelton_ML4: A Common Difficulty in ML (6min)

 

III. How are AI and ML used in the social sciences?

 

Ash Bhat & Rohan Phadte (UC Berkeley)

Facebook: Do You Trust This Computer? Links to an external site. CITRIS-UC: The Horror of Fake News (7min) CITRIS-UC: Images in Fake News (7min)

  (total 1h 50min)

 

2- Lab:

This week's lab involves three AI experiment offered by Google. The first two are discussed in

4th Session- Artificial Intelligence A&B

and the third one in

4th Session- Artificial Intelligence C

All three are graded independently.

If you run into problems, please feel free to ask questions in Piazza and/or coordinate with others through Study Groups Coordination .

 
 

Optional / Voluntary / Complementary: