Changes between Version 16 and Version 17 of Other/Summer/2020/AdvML

Timestamp:

Jun 22, 2020, 3:46:29 AM (4 years ago)

Author:

yb220

Comment:

—

Other/Summer/2020/AdvML

@@ -19 +19 @@
 - Simple Neural Networks in Python: https://towardsdatascience.com/inroduction-to-neural-networks-in-python-7e0b422e6c24
 - TensorFlow Neural Network Tutorial (optional): https://stackabuse.com/tensorflow-neural-network-tutorial/
+*Week 4
+- Mel-Frequency Cepstral Coefficients (MFCC): https://haythamfayek.com/2016/04/21/speech-processing-for-machine-learning.html http://www.speech.cs.cmu.edu/15-492/slides/03_mfcc.pdf
+- Time Delay Neural Network: https://neuron.eng.wayne.edu/tarek/MITbook/chap5/5_4.html
+- Paper: Phoneme Recognition Using Time-Delay Neural Networks (Optional): https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=21701
 
 == Reading Material ==
@@ -48 +52 @@
   -- Try to understand the workflow of x-vector and learn background knowledge, such as the application of x-vector, concept of the phoneme, data augmentation, etc. (try to learn TDNN and MFCC if time allows)
 
+== Week 4 Activities ==
+- Learn the feature extraction process of MFCC and extract the MFCC feature using TensorFlow based on the sample code. \\
+- Understand the speaker recognition system (X-Vector) and time-delay neural network. \\
+  -- Understand the concept of Time Delay Neural Network (TDNN). \\
+  -- (Optional) Learn the concept of Convolutional Neural Network (CNN) and find the similarities between CNN and TDNN. (Note: the implementation of TDNN will be based on one-dimensional CNN.)
+
 == Project Website ==
 - [https://chunnubansal.wixsite.com/winlab-amlavas]