diff --git a/doc/templates/index.html b/doc/templates/index.html
index 7b6d48eb9ded4..8e61151e1cf77 100644
--- a/doc/templates/index.html
+++ b/doc/templates/index.html
@@ -165,6 +165,11 @@
News
- On-going development:
What's new (Changelog)
+
+ - April 2022. scikit-learn 1.1.0 is available for download (Changelog).
+
+ - December 2021. scikit-learn 1.0.2 is available for download (Changelog).
+
- October 2021. scikit-learn 1.0.1 is available for download (Changelog).
- September 2021. scikit-learn 1.0 is available for download (Changelog).
diff --git a/doc/whats_new/v1.1.rst b/doc/whats_new/v1.1.rst
index c4d8bd8e8fe70..f8e668088499c 100644
--- a/doc/whats_new/v1.1.rst
+++ b/doc/whats_new/v1.1.rst
@@ -7,8 +7,10 @@
Version 1.1.0
=============
-**In Development**
+**April 2022**
+For a short description of the main highlights of the release, please refer to
+:ref:`sphx_glr_auto_examples_release_highlights_plot_release_highlights_1_1_0.py`.
.. include:: changelog_legend.inc
@@ -18,8 +20,6 @@ Minimal dependencies
Version 1.1.0 of scikit-learn requires python 3.8+, numpy 1.17.3+ and
scipy 1.3.2+. Optional minimal dependency is matplotlib 3.1.2+.
-Put the changes in their relevant module.
-
Changed models
--------------
@@ -1118,4 +1118,58 @@ Code and Documentation Contributors
Thanks to everyone who has contributed to the maintenance and improvement of
the project since version 1.0, including:
-TODO: update at the time of the release.
+2357juan, Abhishek Gupta, adamgonzo, Adam Li, adijohar, Aditya Kumawat, Aditya
+Raghuwanshi, Aditya Singh, Adrian Trujillo Duron, Adrin Jalali, ahmadjubair33,
+AJ Druck, aj-white, Alan Peixinho, Alberto Mario Ceballos-Arroyo, Alek
+Lefebvre, Alex, Alexandre Gramfort, alexanmv, almeidayoel, Amanda Dsouza, Aman
+Sharma, Amar pratap singh, Amit, amrcode, András Simon, Andreas Mueller,
+Andrew Knyazev, Andriy, Angus L'Herrou, Ankit Sharma, Anne Ducout, Arisa, Arth,
+arthurmello, Arturo Amor, ArturoAmor, Atharva Patil, aufarkari, Aurélien
+Geron, avm19, Ayan Bag, baam, Behrouz B, Ben3940, Benjamin Bossan, Bharat
+Raghunathan, Bijil Subhash, bmreiniger, Brandon Truth, Brenden Kadota, Brian
+Sun, cdrig, Chalmer Lowe, Chiara Marmo, Chitteti Srinath Reddy, Chloe-Agathe
+Azencott, Christian Lorentzen, Christian Ritter, christopherlim98, Christoph T.
+Weidemann, Christos Aridas, Claudio Salvatore Arcidiacono, combscCode, Daniela
+Fernandes, Dave Eargle, David Poznik, Dea María Léon, Dennis Osei, DessyVV,
+Dev514, Dimitri Papadopoulos Orfanos, Diwakar Gupta, Dr. Felix M. Riese, drskd,
+Emiko Sano, Emmanouil Gionanidis, EricEllwanger, Erich Schubert, Eric Larson,
+Eric Ndirangu, Estefania Barreto-Ojeda, eyast, Fatima GASMI, Federico Luna,
+Felix Glushchenkov, fkaren27, Fortune Uwha, FPGAwesome, francoisgoupil, Frans
+Larsson, Gabor Berei, Gabor Kertesz, Gabriel Stefanini Vicente, Gabriel S
+Vicente, Gael Varoquaux, GAURAV CHOUDHARY, Gauthier I, genvalen,
+Geoffrey-Paris, Giancarlo Pablo, glennfrutiz, gpapadok, Guillaume Lemaitre,
+Guillermo Tomás Fernández Martín, Gustavo Oliveira, Haidar Almubarak, Hannah
+Bohle, Haoyin Xu, Haya, Helder Geovane Gomes de Lima, henrymooresc, Hideaki
+Imamura, Himanshu Kumar, Hind-M, hmasdev, hvassard, i-aki-y, iasoon, Inclusive
+Coding Bot, Ingela, iofall, Ishan Kumar, Jack Liu, Jake Cowton, jalexand3r, J
+Alexander, Jauhar, Jaya Surya Kommireddy, Jay Stanley, Jeff Hale, je-kr,
+JElfner, Jenny Vo, Jérémie du Boisberranger, Jihane, Jirka Borovec, Joel
+Nothman, Jon Haitz Legarreta Gorroño, Jordan Silke, Jorge Ciprián, Jorge
+Loayza, Joseph Chazalon, Joseph Schwartz-Messing, JSchuerz, Juan Carlos Alfaro
+Jiménez, Juan Martin Loyola, Julien Jerphanion, katotten, Kaushik Roy
+Chowdhury, Ken4git, Kevin Doucet, KimAYoung, Koushik Joshi, Kranthi Sedamaki,
+krumetoft, lesnee, Logan Thomas, Loic Esteve, Louis Wagner, LucieClair, Lucy
+Liu, Luiz Eduardo Amaral, Magali, MaggieChege, Mai, mandjevant, Mandy Gu,
+Manimaran, MarcoM, Maren Westermann, Maria Boerner, MarieS-WiMLDS, Martel
+Corentin, mathurinm, Matías, matjansen, Matteo Francia, Maxwell, Meekail Zain,
+Megabyte, Mehrdad Moradizadeh, melemo2, Michael I Chen, michalkrawczyk,
+Micky774, milana2, millawell, Ming-Yang Ho, Mitzi, miwojc, Mizuki, mlant,
+Mohamed Haseeb, Mohit Sharma, Moonkyung94, mpoemsl, MrinalTyagi, Mr. Leu,
+msabatier, murata-yu, N, Nadirhan Şahin, NartayXD, nastegiano, nathansquan,
+nat-salt, Nicki Skafte Detlefsen, Nicolas Hug, Niket Jain, Nikhil Suresh,
+Nikita Titov, Nikolay Kondratyev, Ohad Michel, Oleksandr Husak, Olivier Grisel,
+partev, Patrick Ferreira, Paul, pelennor, PierreAttard, Pieter Gijsbers, Pinky,
+poloso, Pramod Anantharam, puhuk, Purna Chandra Mansingh, QuadV, Rahil Parikh,
+Randall Boyes, randomgeek78, Raz Hoshia, Reshama Shaikh, Ricardo Ferreira,
+Richard Taylor, Rileran, Rishabh, Robin Thibaut, Roman Feldbauer, Roman
+Yurchak, Ross Barnowski, rsnegrin, Sachin Yadav, sakinaOuisrani, Sam Adam Day,
+Sanjay Marreddi, Sebastian Pujalte, SEELE, Seyedsaman (Sam) Emami, ShanDeng123,
+Shao Yang Hong, sharmadharmpal, shaymerNaturalint, Shubhraneel Pal, siavrez,
+slishak, Smile, spikebh, sply88, Sultan Orazbayev, Sumit Saha, Sven Eschlbeck,
+Swapnil Jha, Sylvain Marié, Takeshi Oura, Tamires Santana, Tenavi, teunpe,
+Theis Ferré Hjortkjær, Thiruvenkadam, Thomas J. Fan, t-jakubek, Tom Dupré la
+Tour, TONY GEORGE, Tyler Martin, Tyler Reddy, Udit Gupta, Ugo Marchand, Varun
+Agrawal, Venkatachalam N, Vera Komeyer, victoirelouis, Vikas Vishwakarma,
+Vikrant khedkar, Vladimir Chernyy, Vladimir Kim, WeijiaDu, Xiao Yuan, Yar Khine
+Phyo, Ying Xiong, yiyangq, Yosshi999, Yuki Koyama, Zach Deane-Mayer, Zeel B Patel,
+zempleni, zhenfisher, 赵丰 (Zhao Feng)