Update README

Author: JuliaPoo

README.md

@@ -3,6 +3,77 @@
 An ascii art generator that's actually good. 
 Does edge detection and selects the most appropriate characters.
 
+
+<p align="center">
+  <img src="./rsrc/skykid.png" alt = "Blue Tit">
+</p>
+
+<p align="center">
+  <img src="./rsrc/bluetit.png" alt = "Blue Tit">
+</p>
+
+<p align="center">
+  <img src="./rsrc/niko.png" alt = "Niko from oneshot!">
+</p>
+
+## Installing
+
+### Installing with pip:
+
+```
+pip install asciiartist
+```
+
+### Installing from wheel:
+
+Download the wheel file from this project's releases and run 
+
+```
+pip install <path/to/wheel>
+```
+
+## Quick Start
+
+```py
+from asciiartist import asciiartist, display_edges
+from PIL import Image
+
+img = Image.open("niko.png")
+
+art, edges = asciiartist(
+    img, # The image!
+    30,  # Number of lines of the output ascii art
+    noise_reduction=3,  # Level of noise reduction (optional)
+    line_weight=1,      # Weight of the lines to draw (optional)
+    text_ratio=2.2      # Height/width ratio of each character (optional)
+)
+
+print(art) # `art` is a string u can just print
+
+# v Display the result of edge detection. 
+#   Good for finetuning params.
+display_edges(edges)
+```
+
+## Build from Source
+
+Run the script `./model/model-gen.py` and build the wheel with `poetry build -f wheel`.
+
+## How it works
+
+Roughly, how _Ascii Artist_ generates the drawings:
+
+1. Run edge detection
+2. Segment the image for each char
+3. Pass each segment through a [CNN](https://en.wikipedia.org/wiki/Convolutional_neural_network) to get the most appropriate character.
+
+The CNN is trained with distorted images of characters (in font consolas),
+created in a way that emulates the output of the edge detection.
+
+## Bye
+
+^-^
+
 ```
                                                         _.C\=-C`~(       
                                                       ```o''*~C`  `,     
@@ -27,15 +98,4 @@ Does edge detection and selects the most appropriate characters.
                                     -*``ELU-,*UF-~o_@o,_                 
                     ___-~-`'``````  `` `''`````````[\ ``'                
          ___-=-*'```         ___         U,  --oIoE/    `,               
-```
-
-## Installation and Usage
-
-### Installing using Pip
-
-```
-pip install asciiartist
-```
-
-## How it works
-
+```