--- title: The ML Mindset for Managers - Video description: "Strategic ML Mastery: Explore Google Cloud's Vision API, deep reinforcement learning, read and case study on predicting weather trends." image: https://www.c2cglobal.com/hubfs/Imported_Blog_Media/General%20Article%20Graphic-Mar-21-2024-09-09-10-8564-PM-Mar-26-2024-08-43-48-7953-PM-4.jpg --- [![c2c logo blue](https://www.c2cglobal.com/hubfs/c2c-logo-blue.svg "c2c logo blue")](https://www.c2cglobal.com/) [AI and Machine Learning](https://www.c2cglobal.com/articles/tag/ai-and-machine-learning), [Session Recording](https://www.c2cglobal.com/articles/tag/session-recording) # The ML Mindset for Managers (full video) By [C2C Team](https://www.c2cglobal.com/articles/author/c2c-team) | January 5, 2022 ML is an important component of every major tech product today. However, not everything beyond Excel sheets is big data, and not all big data problems require ML. The most important function of ML should be to supplement the product. KC Ayyagari, Senior Customer Engineer, San Francisco Enterprise Sales, Google Cloud, presented this C2C Deep Dive. The recording from this session includes: - **(1:50)** Introduction to speaker and agenda overview - **(3:45)** Live demo of Google Cloud's Vision API and sentiment analysis - **(7:20)** Introduction to machine learning and its relation to AI and deep learning - **(8:30)** Teaching ML languages by using examples and reducing errors - **(13:00)** Example: using deep reinforcement learning for a neural network to play Atari - **(17:40)** Comparing ML to normal software development and representing physical problems in data - **(28:35)** The dos and don'ts of ML for managers - **(40:45)** Case study: predicting weather trends and flight plans with images of clouds - **(47:50)** Building a prototype with dataset search engine - **(51:50)** Keys to successful machine learning **Extra Credit:** - [Dataset search engine](https://datasetsearch.research.google.com/)     --- ## Recent Articles [Data Analytics](https://www.c2cglobal.com/articles/tag/data-analytics) ## [Generative AI: Are You Behind?!](https://www.c2cglobal.com/articles/generative-ai-are-you-behind) Review the latest insights from the AI Readiness Report. By Bruno Aziza [Industry Solutions](https://www.c2cglobal.com/articles/tag/industry-solutions) ## [Make "Gen AI Work": Landscape, SLMs vs. LLMs, Cost & More...](https://www.c2cglobal.com/articles/make-gen-ai-work-landscape-slms-vs.-llms-cost-more) Discover the 5 metrics you need to know in order to be an exceptional CEO and Operator. By Bruno Aziza [Google Cloud Strategy](https://www.c2cglobal.com/articles/tag/google-cloud-strategy) ## [AI Cheat Sheet](https://www.c2cglobal.com/articles/ai-cheat-sheet) AI is no more and no less the drive to create robots with human minds so they can do everything we do and more. Use this cheat sheet to help decode the space. By Leah Zitter ## Subscribe to our newsletter Get the latest from C2C, direct to your inbox. [Subscribe](https://share.hsforms.com/1znKGo6ySS9uaRyvLQQzxRw4qbyr) ![c2c-logo-white-tagline](https://www.c2cglobal.com/hubfs/c2c-logo-white-tagline.svg "c2c-logo-white-tagline") C2C is the only peer-to-peer community built to support, connect, and educate Google Cloud customers across regions and industries so they can better harness the power of the cloud—and each other—to solve their biggest challenges and drive innovation. ©2024  C2C Global. All rights reserved. [Privacy Policy](https://www.c2cglobal.com/privacy) 20 N Wacker Drive • Suite 1810 • Chicago, IL • 60606 **Join over 60K members on C2C.** Let's connect! - [mailto:hello@c2cglobal.com](mailto:hello@c2cglobal.com) - - - [![X](https://www.c2cglobal.com/hubfs/twitter-x-icon-white.svg)](https://twitter.com/MeetC2C) ![](https://px.ads.linkedin.com/collect/?pid=2634489&fmt=gif)