Ensure you're using a compatible Java version (Java 8 or later), increase the memory allocation by modifying the weka.ini file with -Xmx2g, and check for any background processes consuming system resources. You can also try disabling antivirus/firewall temporarily, run it via the command line for faster startup. If these steps don't work, reinstalling WEKA may help resolve any issues.