Empowering AWS DevOps with Python and Machine Learning | Gustavo Amigo | Conf42 Python 2024

Conference: Conf42 Python 2024

Year: 2024

Read the abstract ➤ https://www.conf42.com/Python_2024_Gustavo_Amigo_cloud_infrastructure_optimization Other sessions at this event ➤ https://www.conf42.com/python2024 Join Discord ➤ https://discord.gg/DnyHgrC7jC Support our mission ➤ https://www.conf42.com/support Chapters 0:00 intro 0:20 preamble 0:37 intro 1:09 agenda 1:53 scaling is hard 3:24 problem 7:04 context 9:31 approach 10:34 load test one host 11:05 retrieve data from aws to pandas 12:59 analyse one host performance 13:14 we can do better 14:28 another thing - latency 17:03 approaches 18:45 create a scaling simulator 20:12 create a traffic shape generator 20:52 and run a first local experiment 22:40 what does it mean? 22:59 first attempt 24:13 find the best parameters 25:08 and the winner is 26:29 which actually looks better 26:53 testing new parameters in production 28:42 simulation versus real life 31:19 conclusion 31:41 code 33:22 about gustavo