What Is Machine Learning Classification?
Discover how machine learning classification works with AI programs to better understand how humans learn.
April 11, 2024
Article · 9 min read
Instructor: Jousef Murad
3,434 already enrolled
Included with
(28 reviews)
Recommended experience
Intermediate level
Basic coding knowledge and access to Google Colab to run the code.
(28 reviews)
Recommended experience
Intermediate level
Basic coding knowledge and access to Google Colab to run the code.
Develop an understanding of the capabilities of ChatGPT and its role in generating machine learning code.
Generate Python code for a basic neural network with Keras using ChatGPT.
Optimise your Machine Learning Model's performance by adapting it's hyperparameters with ChatGPT.
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Only available on desktop
In this 1-hour project, you will learn how to build a machine learning model using ChatGPT. We will use the MNIST database which is a large database of handwritten digits that is commonly used for training various image processing systems.
You will be introduced to the process of fine-tuning, which involves adjusting the model's parameters to learn task-specific relationships between input and output. You will import the necessary libraries and load the data, and then split the data into training and testing sets. You will then define the model architecture, compile the model, and train it on the training data. After training, you will evaluate the model's performance on the testing data and make any necessary adjustments. This course is aimed at learners who are looking to get started with ChatGPT and explore how it can be used for coding and Machine Learning tasks. Prerequisites include a Google account and basic coding and machine learning knowledge. By the end of this project, you will have a solid understanding of how to build a machine learning model using ChatGPT. This project will provide you with step-by-step guidance through instructor-led videos. Unlike some other projects on Coursera, this experience will not utilize a virtual machine. Instead, learners will complete the project on their own browser or device.
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Create your ChatGPT account
Use the ChatGPT to build a simple neural network with the MNIST data set
Fine-tune code to change loss function
Update to use convolutional layer
Evaluate model & create validation set
Plot Losses using Matplotlib and random images to check accuracy
Basic coding knowledge and access to Google Colab to run the code.
The Coursera Project Network is a select group of instructors who have demonstrated expertise in specific tools or skills through their industry experience or academic backgrounds in the topics of their projects. If you're interested in becoming a project instructor and creating Guided Projects to help millions of learners around the world, please apply today at teach.coursera.org.
Skill-based, hands-on learning
Practice new skills by completing job-related tasks.
Expert guidance
Follow along with pre-recorded videos from experts using a unique side-by-side interface.
No downloads or installation required
Access the tools and resources you need in a pre-configured cloud workspace.
Available only on desktop
This Guided Project is designed for laptops or desktop computers with a reliable Internet connection, not mobile devices.
28 reviews
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Reviewed on May 12, 2023
Definitely a good one. I expected a bit more input.
Reviewed on Oct 15, 2024
Good exposure to machine learning with chatgpt - image classification model
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By purchasing a Guided Project, you'll get everything you need to complete the Guided Project including access to a cloud desktop workspace through your web browser that contains the files and software you need to get started, plus step-by-step video instruction from a subject matter expert.
Because your workspace contains a cloud desktop that is sized for a laptop or desktop computer, Guided Projects are not available on your mobile device.
Guided Project instructors are subject matter experts who have experience in the skill, tool or domain of their project and are passionate about sharing their knowledge to impact millions of learners around the world.
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At the top of the page, you can press on the experience level for this Guided Project to view any knowledge prerequisites. For every level of Guided Project, your instructor will walk you through step-by-step.
Yes, everything you need to complete your Guided Project will be available in a cloud desktop that is available in your browser.
You'll learn by doing through completing tasks in a split-screen environment directly in your browser. On the left side of the screen, you'll complete the task in your workspace. On the right side of the screen, you'll watch an instructor walk you through the project, step-by-step.