Open AI for Beginners: Programmatic Prompting from Coursera

In this project you will programmatically prompt an OpenAI model using the OpenAI API, and utilize the AI to enrich data of an existing movie collection. You will use Python to prompt the davinci-003 OpenAI model based on JSON objects storing details of the user's movie collection. You will enrich the movie collection with data such as director, genre and year of release, as well as dynamically generating the movie plots, through the OpenAI model. You will also learn how to calibrate the model response using the temperature parameter. Learners in this project will create a dynamic AI-driven data enrichment and content generation system for a movie database web app.

This project will help developers to implement OpenAI in their projects, using the AI model beyond ChatGPT, generating content or enriching data using an AI model.

The prerequisites of this project include fundamental knowledge of programming principles, particularly Python and JSON fundamentals. In the course of the project you will create an OpenAI account and use API credits. Any new account will allow 5 US Dollars worth of free credit, which is more than enough to complete the project.

PLEASE NOTE: if you already have an OpenAI account and are unable to avail of the free credit, you may incur costs for using OpenAI API.

What's inside

Syllabus

Traffic lights

Read about what's good

what should give you pause

and possible dealbreakers

Develops AI and English communication skills, which are core skills for data scientists and content writers

Taught by Angelo Paolillo, who are recognized for their work in AI

Explores AI, which is standard in industry

Teaches Python, which helps learners code AI

Requires Python experience, which may be a barrier to entry for some learners

Requires OpenAI account and API credits, which may incur costs for some learners

Reviews summary

Beginner openai api prompting (needs update)

According to students, this course offers a strong foundational introduction to programmatic prompting using the OpenAI API with Python, featuring practical, project-based learning and clear explanations of core concepts. However, recent feedback highlights a significant challenge: the course relies on the outdated `davinci-003` model, making many hands-on exercises impossible to follow without learners undertaking substantial code modifications. This critical issue means the course, while conceptually sound, now struggles to provide an immediately functional learning experience, with many calling for urgent updates.

Instructors explain Python, JSON, and API parameters clearly for beginners.

"The Python explanations were clear for beginners."

"The explanations of Python and JSON were clear, and the `temperature` parameter was well explained."

"The step-by-step guidance was easy to follow, and the API usage was well-explained."

Learners benefit from a practical, real-world movie data enrichment project.

"The project-based approach was really helpful, and I loved enriching the movie data."

"The movie database project is a good hands-on way to learn."

"The project was engaging and practical for understanding how to enrich data."

"I created a dynamic AI-driven data enrichment and content generation system for a movie database web app."

Provides a solid initial understanding of programmatic AI prompting.

"Excellent introduction to the OpenAI API for someone new to programmatic prompting."

"A solid beginner course. It covers the basics of using the OpenAI API with Python effectively."

"This course delivered exactly what it promised. It demystified programmatic prompting and showed me how to integrate AI..."

Requires immediate updates to current OpenAI models to remain functional.

"The instructor should update this urgently."

"I'm concerned future learners will struggle unless the course is updated to a current model like `gpt-3.5-turbo`."

"I just hope it gets updated soon for current models. Otherwise, its practical utility is very limited."

Course relies on a deprecated OpenAI model, hindering practical application.

"The core issue is the use of the `davinci-003` model. This model has been deprecated and isn't available anymore, making the practical exercises impossible..."

"Completely outdated! The `davinci-003` model is no longer supported by OpenAI. The entire course relies on it. Wasted time trying to debug API calls that just error out."

"I had to spend a lot of time trying to adapt the code to `gpt-3.5-turbo`, which defeats the purpose of a beginner course."

Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Open AI for Beginners: Programmatic Prompting with these activities:

Review the Fundamentals of Python Programming

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Reinforce your foundational knowledge of Python programming principles to prepare for the course.

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Revise core Python syntax and data types.
Practice writing simple Python scripts to implement basic programming concepts.
Review object-oriented programming principles in Python.

Participate in Discussion Forums

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Engage with fellow learners by participating in discussions, sharing insights, and asking questions.

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Join the course discussion forum.
Actively participate in discussions by sharing your thoughts and responding to others.
Ask questions and seek clarification when needed.

Explore OpenAI API Tutorials

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Enhance your understanding of the OpenAI API by following guided tutorials and exploring its features.

Browse courses on OpenAI API

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Complete the official OpenAI API tutorial.
Investigate additional tutorials and resources on using the OpenAI API.
Experiment with the API by making sample requests and analyzing the responses.

Two other activities

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Read 'Automating Inequality' by Virginia Eubanks

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Explore the societal implications of AI and data-driven technologies by reading this insightful book.

View Automating Inequality on Amazon

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Read the book and take notes on key concepts and arguments.
Reflect on how the ideas presented in the book relate to the course materials.
Participate in discussions about the book's themes and implications.

Develop an AI-Driven Movie Data Enrichment Application

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Apply your learning by creating a practical application that leverages OpenAI to enrich movie data.

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Design the architecture and functionality of the application.
Integrate the OpenAI API with your application.
Develop a user interface for collecting movie data and generating AI-enriched results.
Test and refine the application to ensure accuracy and user-friendliness.

Career center

Learners who complete Open AI for Beginners: Programmatic Prompting will develop knowledge and skills that may be useful to these careers:

Machine Learning Researcher

Machine Learning Researchers use their programming skills to conduct research in the field of machine learning. As an Open AI for Beginners: Programmatic Prompting course learner, you will learn how to programmatically prompt an OpenAI model using the OpenAI API. This skill can be applied to machine learning research tasks such as developing new machine learning algorithms and evaluating machine learning models.

See salaries and explore the career path for Machine Learning Researcher

Artificial Intelligence Specialist

Artificial Intelligence Specialists use their programming skills to develop and deploy artificial intelligence solutions. As an Open AI for Beginners: Programmatic Prompting course learner, you will learn how to programmatically prompt an OpenAI model using the OpenAI API. This skill can be applied to artificial intelligence tasks such as creating natural language processing models and image recognition models.

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Machine Learning Engineer

Machine Learning Engineers design, develop, and implement machine learning models. As an Open AI for Beginners: Programmatic Prompting course learner, you will learn how to programmatically prompt an OpenAI model using the OpenAI API. This skill can be applied to machine learning tasks such as model training and evaluation, which are essential for building and deploying successful machine learning applications.

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Data Analyst

Data Analysts use their programming skills to analyze and interpret data in order to create reports and visualizations that can help businesses make better decisions. As an Open AI for Beginners: Programmatic Prompting course learner, you will learn how to programmatically prompt an OpenAI model using the OpenAI API. This skill can be applied to data analysis tasks such as data cleaning and feature engineering, which are essential for building accurate and reliable machine learning models.

See salaries and explore the career path for Data Analyst

Data Scientist

Data Scientists use their programming skills to collect, analyze, and interpret data in order to solve business problems. As an Open AI for Beginners: Programmatic Prompting course learner, you will learn how to programmatically prompt an OpenAI model using the OpenAI API. This skill can be applied to data science tasks such as data mining and predictive modeling, which are essential for making informed decisions and driving business growth.

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Business Analyst

Business Analysts use their programming skills to analyze and interpret business data in order to identify opportunities and solve problems. As an Open AI for Beginners: Programmatic Prompting course learner, you will learn how to programmatically prompt an OpenAI model using the OpenAI API. This skill can be applied to business analysis tasks such as market research and competitive analysis, which are essential for developing successful business strategies.

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Product Manager

Product Managers use their programming skills to build and manage software products. As an Open AI for Beginners: Programmatic Prompting course learner, you will learn how to programmatically prompt an OpenAI model using the OpenAI API. This skill can be applied to product management tasks such as developing product roadmaps and managing product releases, which are essential for building successful software products.

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Project Manager

Project Managers use their programming skills to plan and manage projects. As an Open AI for Beginners: Programmatic Prompting course learner, you will learn how to programmatically prompt an OpenAI model using the OpenAI API. This skill can be applied to project management tasks such as creating project plans and managing project budgets, which are essential for delivering successful projects.

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Marketing Manager

Marketing Managers use their programming skills to create and manage marketing campaigns. As an Open AI for Beginners: Programmatic Prompting course learner, you will learn how to programmatically prompt an OpenAI model using the OpenAI API. This skill can be applied to marketing tasks such as creating marketing content and managing social media campaigns, which are essential for reaching target audiences and driving business growth.

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Sales Manager

Sales Managers use their programming skills to build and manage sales teams. As an Open AI for Beginners: Programmatic Prompting course learner, you will learn how to programmatically prompt an OpenAI model using the OpenAI API. This skill can be applied to sales tasks such as creating sales materials and managing customer relationships, which are essential for generating sales and driving revenue.

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Finance Manager

Finance Managers use their programming skills to manage the financial aspects of an organization. As an Open AI for Beginners: Programmatic Prompting course learner, you will learn how to programmatically prompt an OpenAI model using the OpenAI API. This skill can be applied to finance tasks such as creating financial reports and managing budgets, which are essential for ensuring the financial health of an organization.

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Operations Manager

Operations Managers use their programming skills to manage the day-to-day operations of an organization. As an Open AI for Beginners: Programmatic Prompting course learner, you will learn how to programmatically prompt an OpenAI model using the OpenAI API. This skill can be applied to operations tasks such as creating process flows and managing inventory, which are essential for ensuring the smooth running of an organization.

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Human Resources Manager

Human Resources Managers use their programming skills to manage the human resources aspects of an organization. As an Open AI for Beginners: Programmatic Prompting course learner, you will learn how to programmatically prompt an OpenAI model using the OpenAI API. This skill can be applied to human resources tasks such as creating employee handbooks and managing employee benefits, which are essential for building a successful workforce.

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Web Developer

Web Developers design, develop, and maintain websites and web applications. As an Open AI for Beginners: Programmatic Prompting course learner, you will learn how to programmatically prompt an OpenAI model using the OpenAI API. This skill can be applied to web development tasks such as building dynamic and interactive web pages, which can be used to create engaging and informative user experiences.

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Software Engineer

Software Engineers design, develop, and maintain software applications. As an Open AI for Beginners: Programmatic Prompting course learner, you will learn how to programmatically prompt an OpenAI model using the OpenAI API. This skill can be applied to software engineering tasks such as building web applications, mobile applications, and desktop applications.

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