---
title: "From Manual Data Center Management to Intelligent Optimization: How Machine Learning Helps CTOs and CIOs - USETECH"
description: "From Manual Data Center Management to Intelligent Optimization: How Machine Learning Helps CTOs and CIOs."
canonical: "https://usetech.com/octopus-webinar-recording/"
language: "en-US"
---
![](https://usetech.com/wp-content/uploads/2026/10/octopus-webinar-office-usetech.webp)

## Webinar recording

# Machine learning
for smarter data centers.

Explore the ML approach and see Octopus in action.

## Inside the webinar.

**From Manual Data Center Management to Intelligent Optimization: How Machine Learning Helps CTOs and CIOs.**

Together with Ala Al-Sharif and Stanislav Kabanov, we explored how machine learning can help teams understand workload patterns, anticipate demand and balance data center resources.

**1. ML for data center resource balancing**
The approach behind workload analysis, demand forecasting and resource optimization.

**2. Octopus in practice**
A demonstration of how the platform helps teams assess resource utilization and identify optimization opportunities.

[Download the video](https://usetech.com/wp-content/uploads/2026/10/GMT20261006-110051_Recording_2560x1080.mp4)

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