Optimize readme images (#1353)

Author: arkkln

README.md

@@ -1,12 +1,12 @@
 <div align="center">
-  <img src="https://user-images.githubusercontent.com/13848158/154274755-52c8eb47-fce0-42a1-b93d-7dddd1d54f14.png">
+  <img src="https://user-images.githubusercontent.com/13848158/154338760-edfe1885-06f3-4e02-87fe-4b13a403516b.png">
   <h3>An easy-to-use & supercharged open-source experiment tracker</h3>
   Aim logs your training runs, enables a beautiful UI to compare them and an API to query them programmatically.
 </div>
 
 <br/>
 
-<img src="https://user-images.githubusercontent.com/13848158/154279106-fa7356cb-4152-4d2c-9f54-58e60bac32c4.png">
+<img src="https://user-images.githubusercontent.com/13848158/154338753-34484cda-95b8-4da8-a610-7fdf198c05fd.png">
 
 <p align="center">
   <a href="#about-aim"><b>About</b></a> &bull;
@@ -52,7 +52,7 @@
 
 | Track and version ML runs | Visualize runs via beautiful UI | Query runs metadata via SDK |
 |:--------------------:|:------------------------:|:-------------------:|
-| <img src="https://user-images.githubusercontent.com/13848158/154142101-c5d98122-6d7d-4ac9-9d41-dbbbc6a72068.png"> | <img src="https://user-images.githubusercontent.com/13848158/154142081-b29ed57d-85ae-45b0-be87-c6be636afddc.png"> | <img src="https://user-images.githubusercontent.com/13848158/154142097-9c923ffc-8e3e-4a99-8ace-c3dfc7b01a56.png"> |
+| <img width="600px" src="https://user-images.githubusercontent.com/13848158/154337794-e9310239-6614-41b3-a95b-bb91f0bb6c4f.png"> | <img width="600px" src="https://user-images.githubusercontent.com/13848158/154337788-03fe5b31-0fa3-44af-ae79-2861707d8602.png"> | <img width="600px" src="https://user-images.githubusercontent.com/13848158/154337793-85175c78-5659-4dd0-bb2d-05017278e2fa.png"> |
 
 Aim is an open-source, self-hosted ML experiment tracking tool. 
 It's good at tracking lots (1000s) of training runs and it allows you to compare them with a performant and beautiful UI.
@@ -87,12 +87,12 @@ Aim's mission is to democratize AI dev tools.
 
 | Machine translation | lightweight-GAN |
 |:---:|:---:|
-| <a 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<img src="https://user-images.githubusercontent.com/13848158/154292009-87b194bb-6527-44ba-9daa-33cb4b6584e1.png"> </a> | <a 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<img src="https://user-images.githubusercontent.com/13848158/154292021-238bd864-fd0b-486e-a297-5622f38bd7b1.png"> </a> |
+| <a 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<img width="800px" src="https://user-images.githubusercontent.com/13848158/154340790-bc7b7a21-e8a1-43a1-809d-4060b5bfb60f.jpg"> </a> |
 | Training logs of a neural translation model(from WMT'19 competition). | Tranining logs of 'lightweight' GAN, proposed in ICLR 2021. |
 
 | FastSpeech 2 | Simple MNIST |
 |:---:|:---:|
-| <a href="http://play.aimstack.io:10003/runs/7f083da898624a2c98e0f363/distributions"> <img src="https://user-images.githubusercontent.com/13848158/154292447-373a0b26-6fdb-4e56-a1f2-03c9b6348a2e.png"> </a> | <a href="http://play.aimstack.io:10004/runs/d9e89aa7875e44b2ba85612a/audios"> <img src="https://user-images.githubusercontent.com/13848158/154292035-9d8944e5-3fb0-465a-bcd9-07ec09ba09aa.png"> </a> |
+| <a href="http://play.aimstack.io:10003/runs/7f083da898624a2c98e0f363/distributions"> <img width="800px" src="https://user-images.githubusercontent.com/13848158/154340778-dbe19620-2f27-4298-b0cb-caf3904760f1.jpg"> </a> | <a href="http://play.aimstack.io:10004/runs/d9e89aa7875e44b2ba85612a/audios"> <img width="800px" src="https://user-images.githubusercontent.com/13848158/154340785-a7e4d9fd-d048-4207-8cd1-c4edff9cca6a.jpg"> </a> |
 | Training logs of Microsoft's "FastSpeech 2: Fast and High-Quality End-to-End Text to Speech". | Simple MNIST training logs. |
 
 ## Quick Start