To change the maximum heap size you have to edit the studio.vmoptions file.
Go to Applications, find Android Studio.app. Then right click to Show Package Contents.
You will find studio.vmoptions file inside the bin folder.
By default, Android Studio has a maximum heap size of 1280MB. If you are working on a large project, or your system has a lot of RAM, you can improve performance by increasing the maximum heap size in the VM options for Android Studio. You can set that to Xmx4g or Xmx4096m for 4GB of RAM.
-Xms256m
-Xmx4096m
-XX:ReservedCodeCacheSize=240m
-XX:+UseCompressedOops
-Dfile.encoding=UTF-8
-XX:+UseConcMarkSweepGC
-XX:SoftRefLRUPolicyMSPerMB=50
-Dsun.io.useCanonCaches=false
-Djava.net.preferIPv4Stack=true
-Djdk.http.auth.tunneling.disabledSchemes=""
-Djna.nosys=true
-Djna.boot.library.path=
-da
-Xverify:none
-XX:ErrorFile=$USER_HOME/java_error_in_studio_%p.log
-XX:HeapDumpPath=$USER_HOME/java_error_in_studio.hprof
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