Fields of Artificial Intelligence (AI).ppt

Fields of AI

1. Fields of AI

3. Main Areas of AI
Search
Vision
Planning
Machine
Learning
Knowledge
RepresentationLogic
Expert
SystemsRoboticsNLP

4. Search

5. Search
•Evolutionary Algorithms (Genetic Algorithm)
•Swarm Intelligence(PSO, ACO, ABC, etc.)
•Physics Based Algorithms (SA, Gravitational Search)
•Hybrid (Memetic Algorithm)
https://rednuht.org/genetic_cars_2/

6. Machine learning
•Supervised Learning: Classification, Regression
•Unsupervised Learning: Clustering
•Semi-Supervised Learning
•Reinforcement Learning
•Deep Learning
https://teachablemachine.withgoogle.com
https://playground.tensorflow.org

7. Supervised Learning

8. Unsupervised Learning

9. Semi-Supervised Learning

10. Reinforcement Learning

12. Natural Language Processing (NLP)
•Sentiment Analysis
•Machine Translation
•Question Answering Systems
•Text Summarization
https://huggingface.co/chat/

13. Computer Vision
•Image Classification
•Object Detection
•Facial Recognition
•Image Segmentation
•Optical Character Recognition (OCR)
•Video Analysis and Tracking
https://experiments.withgoogle.com/collection/
creatability

14. Simulation
https://experiments.withgoogle.com/
experiments?tag=Tensorflow.js
https://runwayml.com/
https://app.runwayml.com/video-tools/teams/
dhafarhamed/ai-tools/generate?
sessionId=3abb9f98-b537-43a2-af4f-
7d372ac227a6

15. Robotics
•Motion Planning
•Robot Perception
•Human-Robot Interaction
•Robot Control Systems
•Autonomous Vehicles (Self-driving Cars, Drones)
https://rednuht.org/genetic_cars_2/
https://lab.open-roberta.org/

16. Expert Systems
•Knowledge Representation
•Inference Engines
•Decision Support Systems

17. Speech and Audio Processing
•Speech Recognition
•Audio Classification
•Emotion Detection in Voice