Remove unecessary notes.md file. Add placeholder for the rest of the …

…chapters. Rearange the content list

multimedia_introduction/1_GeneralIdeas.md

@@ -0,0 +1 @@
+# General ideas

multimedia_introduction/2_AudioProcessing.md

@@ -59,15 +59,19 @@ Representing raw sounds in this way is called Pulse Code Modulation (PCM) and he
 
 Notice that to capture a sound with a given frequency we need a sampling rate that's at least double that frequency to account for both the peaks and the throughs in the wave.
 
-(It's actually more complicated and involves [math](https://en.wikipedia.org/wiki/Nyquist%E2%80%93Shannon_sampling_theorem))
+(It's actually more complicated and involves some [math](https://en.wikipedia.org/wiki/Nyquist%E2%80%93Shannon_sampling_theorem))
 
-As most human speech is below 4kHz an `8kHz` sampling rate is usually used to register it (for example in GSM). `44.1kHz` or `48kHz` is used for standard quality audio as this is sufficient to cover the human hearing range and `96kHz` is used for high-quality audio.
+As most human speech is below 4kHz an `8kHz` sampling rate is usually used to register it (that is the cas, for instance, in GSM). `44.1kHz` or `48kHz` is used for standard quality audio as this is sufficient to cover the human hearing range and `96kHz` is used for high-quality audio.
 
-TODO: how do I tie this in?
+When it comes to sampling, a problem called 'aliasing' occurs. 
+Imagine, that you are about to sample with `f_s` frequency. If so, you cannot distinguish between the harmonic signal of frequency `f_0` from the signal of frequency (`f_0+k*f_s`), where k is a integer.
+Such a situation is shown on the picture below:
+![pulse code modulation](assets/aliasing.png)
 
->In addition, signals must be low-pass filtered before sampling to avoid aliasing. While an ideal low-pass filter would perfectly pass frequencies below 20 kHz (without attenuating them) and perfectly cut off frequencies above 20 kHz, such an ideal filter is theoretically and practically impossible to implement as it is noncausal, so in practice, a transition band is necessary, where frequencies are partly attenuated. The wider this transition band is, the easier and more economical it is to make an anti-aliasing filter. The 44.1 kHz sampling frequency allows for a 2.05 kHz transition band.
-
-A nice example of aliasing
+While sampling in points marked as black dots, we can interpolate both the blue (the original harmonic wave) and the red (so called "alias") sin-waves through these points.
+As you can see, aliasing introduces some additional harmonic waves to our description of sound, with frequencies higher then the original ones.
+That is why signals must be low-pass filtered before sampling to avoid that problem. While an ideal low-pass filter would perfectly pass frequencies below 20 kHz (without attenuating them) and perfectly cut off frequencies above 20 kHz, such an ideal filter is theoretically and practically impossible to implement as it is noncausal, so in practice, a transition band is necessary, where frequencies are partly attenuated. The wider this transition band is, the easier and more economical it is to make an anti-aliasing filter. The 44.1 kHz sampling frequency allows for a 2.05 kHz transition band.
+Below you can find out more about the nature of aliasing:
 https://www.youtube.com/watch?v=--P0ZsbzJSw
 
 ## Raw audio and terminology

multimedia_introduction/3_MultimediaContainers.md

@@ -0,0 +1 @@
+# Multimedia containers

multimedia_introduction/4_TransmissionOfMultimedia.md

@@ -0,0 +1 @@
+# Transmission of multimedia]

multimedia_introduction/index.md

@@ -5,9 +5,8 @@ Learn about the basic concepts underpinning audio and video processing!
 Sections:
 + [General ideas](1_GeneralIdeas.md)
 + [Audio processing](2_AudioProcessing.md)
-+ [Video processing](3_VideoProcessing.md)
-+ [Multimedia containers](4_MultimediaContainers.md)
-+ [Transmission of multimedia](5_TransmissionOfMultimedia.md)
++ [Multimedia containers](3_MultimediaContainers.md)
++ [Transmission of multimedia](4_TransmissionOfMultimedia.md)
 
 <br>
 [List of tutorials](../../index.md)