Dept. of Computer Science and EngineeringMSC Programme in Computer Science

CMSC5707 Advanced Topics in Artificial Intelligence

This web page contains information about the course CMSC5707: Advanced Topics in Artificial Intelligence (course description)
This course will cover selected topics from: advanced pattern recognition, neural networks, expert systems and fuzzy systems, evolutionary computing, learning theory, constraint processing, logic programming, probabilistic reasoning, computer vision, speech processing, and natural language processing.
Edited:  4 Sept. 2017


Official webpage of cmsc5707

Date: 15 Sept  2017 (Fri)
Time: 7:00pm - 10:00pm
Venue:  Venue: WMY 407 Wu Ho Man Yuen Building (WMY) (CUHK Campus (Map))
Final Exam: Official webpage of cmsc5707.  The final examination will cover all materials from chapter 1 to 9.
No. of Enrollment: 60
TAs of part 1 : Zhiliang Zeng zlzeng@cse,  Calvin Kam (hckam@cse),
 
Final examination will cover all materials from chapter 1 to 9

Honesty in Academic work

The part taught by Prof. KH Wong
Title
Week
Topics
Additional
information
wav sounds/ Matlab code
assignment
Overview





Ch1: Introduction to audio signal processing  1
Week1
tz1, tz2, sor1, violin3x
A4_oboe  ,   trumpet  ,   sor1,
A4_violin  ,A5_flute 


Ch2: Pre-processing of audio signals

2
Time & frequency domain processing, Fourier transform, spectrogram

Ch3: Feature extraction from audio signals



2
Filtering, LPC , Cepstral coefficients
Assignment1(Submission deadline: 22 Oct 2017, 23:59)

Ch4: Feature representation and compression:Vector quantization

2/3
VQ, K-means

Ch5: Speech Recognition

3
End point detection, per-emphasis, distortion measures, dynamic programming 5707_revision_Q&A_audio.doc


Ch6: Classification using Adaboost,
4

Classifiers, boosting



Ch7: Face detection 4
Face features, Attentional cascade,


Ch8: Neural Networks

5
Feed-forward, feed-backward networks, training and recognition



Ch9: Convolution Neural Network CNN
6
Convolution Neural Network CNN

The final examination will cover all materials from chapter 1 to 9.




  • 5707_assign2  (50% marks for the written part, 50% marks for the programming part), please download the files from: https://blackboard.cuhk.edu.hk/
    • Deadline for assignment2 is 23:59, 19 Nov, 2017
  • If you have problems, write directly to your tutor zlzeng6@gmail.com
Revision exercises can be found at https://blackboard.cuhk.edu.hk/


Advanced topics (reference only , The followings will not be included in the examination) References