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Cloud Academy | Building A Machine Learning Model [FCO]
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Cloud Academy - Building A Machine Learning Model [FCO]

About

This course will demonstrate how to build and train your own custom machine learning model from scratch. We cover all steps, including how to set up the environment, how to import and prepare your data, how to build and train the model, as well as how to evaluate its performance and make improvements.

Learning Objectives

- Import and validate training data
- Transform that data into features
- Train and evaluate your own machine learning model
- Improve the performance of your model

Intended Audience

- Data Engineers
- Machine Learning Engineers

Prerequisites

- A basic understanding of machine learning concepts
- Some Python experience

Skills you will gain

- Machine Learning
- Artificial Intelligence
- Google Cloud Platform
- Artificial Intelligence for Google

Instructor(s)

Daniel Mease, Daniel began his career as a Software Engineer, focusing mostly on web and mobile development. After twenty years of dealing with insufficient training and fragmented documentation, he decided to use his extensive experience to help the next generation of engineers.

Daniel has spent his most recent years designing and running technical classes for both Amazon and Microsoft. Today at Cloud Academy, he is working on building out an extensive Google Cloud training library.

When he isn’t working or tinkering in his home lab, Daniel enjoys BBQing, target shooting, and watching classic movies.

Media Info

MP4 | AVC | 1920x1080 | 25.00 fps | AAC | 2 Ch

General Info:

Author(s): Daniel Mease
Language: English
Updated: 5/2023
Videos Duration: 57m
Course Source: https://cloudacademy.com/course/building-machine-learning-model-4064/introduction/

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1. Introduction.mp418.96 MiB
1. Introduction.srt1.76 KiB
10. Using Multiple Features.mp446.21 MiB
10. Using Multiple Features.srt3.95 KiB
11. Summary.mp4107.44 MiB
11. Summary.srt2.02 KiB
2. Setup.mp468.33 MiB
2. Setup.srt5.74 KiB
3. Exploring Your Data.mp442.68 MiB
3. Exploring Your Data.srt3.47 KiB
4. Data Import and Validation.mp488.01 MiB
4. Data Import and Validation.srt10.79 KiB
5. Feature Engineering and Selection.mp4119.43 MiB
5. Feature Engineering and Selection.srt14.22 KiB
6. Model Training and Evaluation.mp4146.1 MiB
6. Model Training and Evaluation.srt19.16 KiB
7. Data Normalization.mp437.77 MiB
7. Data Normalization.srt4.18 KiB
8. Data Sampling.mp439.25 MiB
8. Data Sampling.srt4.21 KiB
9. Deep Learning.mp424.95 MiB
9. Deep Learning.srt1.32 KiB
FreeCoursesOnline.me Download Udacity, Masterclass, Lynda, PHLearn, etc Free.url29 B
car-data.csv17.67 KiB
gcp-building-a-ml-model-main.zip239.84 KiB