Introduction to Python

Install

Basic Grammar

Introduction to basic libraries

numpy
matplotlib
Ipython.display.Audio

Fundamental DSP

Signals

Continuous Signal

Discrete Signal

Periodicity

Frequency, phase, amplitude

Sinusoidal in Complex Form

Sinusoidal Signals and Harmonics

Cosine, Sine
Triangular, Sawtooth, Rectangular

Coding Practice

Simple signal implementation
Read audio signals

Sampling

Impulse

Alasing

Filter

Low Pass Filter
Bandpass Filter
Bandstop Filter
High Pass Filter

Sampling Theory

Reconstruction

Modulation

Amplitude Modulation

Phase Modulation

Frequency Modulation

Basic Statistic

CDF and PDF

Expectation

Mean
Variance

Autocorrelation

Correlation

Autocorrelation

Convolution

LTI System

IIR System

Convolution

Block Convolution

Coding Practice

FT

DTFT

DFT

DFT

FFT

STFT

Spectral Analysis

Spectrums

Spectrograms

Chromagrams

Feature Extraction

Coding Practice

Data Science

Statistical Models

Linear Regression
Logistic Regression

Introduction of Basic Libraries

Pandas
sklearn
scipy

Coding Practice