CIS412 & 412L Artificial Intelligence

This course will cover the fundamental knowledge of Artificial Intelligence.
Category:

Computing and Information System

Price:
free
Total Duration:
15:58
Language:
English
Review : 0

Description

AI is transforming how we live, work, and play. By enabling new technologies like self-driving cars and recommendation systems or improving old ones like medical diagnostics and search engines, the demand for expertise in AI and machine learning is growing rapidly. This course will enable you to take the first step toward solving important real-world problems and future-proofing your career.

This course of Artificial Intelligence with Python explores the concepts and algorithms at the foundation of modern artificial intelligence, diving into the ideas that give rise to technologies like game-playing engines, handwriting recognition, and machine translation. Through hands-on projects, students gain exposure to the theory behind graph search algorithms, classification, optimization, reinforcement learning, and other topics in artificial intelligence and machine learning as they incorporate them into their own Python programs. By course’s end, students emerge with experience in libraries for machine learning as well as knowledge of artificial intelligence principles that enable them to design intelligent systems of their own.

Learning outcomes:

1. Students will learn the fundamentals of artificial intelligence.

2. Students will learn the basics of machine learning

3. Students will learn some linear and polynomial machine learning models
4. Students will learn how to use machine learning to make AI
5. Students will learn the basics of DNN.


Show more
Lecture Slide 1 |
Artificial Intelligence
What is Machine Learning
Spam Filter Machine Learning Approach
Lecture Slide 2 |
Supervised Learning
Batch & Online Learning
Bp for AI 1 |
Bp for AI 2 |
Bp for AI 3 |
Bp for AI 4 |
AI Lecture Slide 3 |
Bad Data
Learning Rate
What is feature?
AI Lecture Slide 4 |
Overfitting & Underfitting
Bad Data
Happiness Index Predictor Data Set GDP Per Capita |
Happiness Index Predictor Data Set OECD BLI |
Happiness Index Predictor ML Model |
AI Lecture Slide 5 Part 1 |
AI Lecture Slide 5 Part 2 |
Positive Negative Tweet Detector Data Set Positive Tweets |
Positive Negative Tweet Detector Data Set Negative Tweets |

Abdullah Bin Kasem Bhuiyan

Email : abdullah16-329@diu.edu.bd

Abdullah Bin Kasem Bhuiyan is teaching Object Oriented Programming, Agile Development, Artificial Intelligence, Operating Systems and other computer science related course in Computing and Information System Department, Daffodil International University, Bangladesh which is the first of its kind in Bangladesh. He is also the district leader and member of national committee of Bangladesh Innovation Forum.