@@ -75,11 +75,10 @@ xladmm, _ = LinearizedADMM(l2, l1, Dop, tau=tau, mu=mu,
7575```
7676
7777## Why another library for proximal algorithms?
78-
7978Several other projects in the Python ecosystem provide implementations of proximal
8079operators and/or algorithms, which present some clear overlap with this project.
8180
82- A (possibly not exahustive ) list of other projects is:
81+ A (possibly not exhaustive ) list of other projects is:
8382
8483* http://proximity-operator.net
8584* https://github.com/ganguli-lab/proxalgs/blob/master/proxalgs/operators.py
@@ -110,39 +109,34 @@ This repository is organized as follows:
110109* ** tutorials** : set of python script tutorials to be embedded in documentation using sphinx-gallery
111110
112111## Getting started
113-
114112You need ** Python 3.8 or greater** .
115113
116- * Note: Versions prior to v0.3.0 work alsi with Python 3.6 or greater, however they
114+ * Note: Versions prior to v0.3.0 work also with Python 3.6 or greater, however they
117115require scipy version to be lower than v1.8.0.*
118116
119-
120117#### From PyPi
121-
122- If you want to use PyProximal within your codes,
118+ you want to use PyProximal within your codes,
123119install it in your Python environment by typing the following command in your terminal:
124120
121+ To get the most out of PyLops straight out of the box, we recommend ` conda ` to install PyLops:
122+ ``` bash
123+ conda install -c conda-forge pyproximal
125124```
126- pip install pyproximal
127- ```
128-
129- Open a python terminal and type:
130125
126+ #### From PyPi
127+ You can also install pyproximal with ` pip ` :
128+ ``` bash
129+ pip install pylops
131130```
132- import pyproximal
133- ```
134-
135131
136132#### From Github
137-
138- You can also directly install from the master node (although this is not reccomended)
133+ Finally, you can also directly install from the main branch (although this is not recommended)
139134
140135```
141136pip install git+https://[email protected] /PyLops/pyproximal.git@main 142137```
143138
144139## Contributing
145-
146140* Feel like contributing to the project? Adding new operators or tutorial?*
147141
148142We advise using the [ Anaconda Python distribution] ( https://www.anaconda.com/download )
@@ -151,7 +145,6 @@ the following instructions and read carefully the [CONTRIBUTING](CONTRIBUTING.md
151145file before getting started.
152146
153147### 1. Fork and clone the repository
154-
155148Execute the following command in your terminal:
156149
157150```
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