AI in Coding & Data Science: Master ChatGPT, GitHub Copilot

Name: AI in Coding & Data Science: Master ChatGPT, GitHub Copilot
Rating: 4.2 (68 reviews)

AI-Powered Coding & Data Science: Learn Generative AI with ChatGPT, CodeInterpreter, GitHub Copilot

Created byPragati Kunwer

Last updated 9/2023

English

What you'll learn

Understand the concept of AI-assisted coding and how it can enhance developer productivity and code efficiency.
How to set up a development environment and interact with the OpenAI API for generating code snippets.
Learn how to effectively use AI tools like ChatGPT and GitHub Copilot for code generation, debugging, and testing.
Gain insights into the future of coding and how AI is transforming the software development process.
How to integrate ChatGPT into their development workflow using IDE integrations, command-line tools, and automation.
Understand how AI can assist in creating more robust and efficient code, reducing the time spent on debugging and testing.
Real-world examples and case studies showcasing the advantages and challenges of AI-powered code generation.
Best practices for using ChatGPT as a collaborative coding tool and maximizing productivity.
Acquire the skills to innovate and create AI-powered applications that stand out in the competitive tech landscape, opening up new opportunities for career grow

Course content

15 sections • 42 lectures • 2h 32m total length

Welcome and Course Overview2:02
Introduction to the course, its objectives, and a brief overview of the content.
Understanding the basics of AI and Machine Learning2:45
The role of AI in coding4:06
Introduction to generative AI models4:22
Introduce yourself in the course discussion forum
Goals and Target Audience0:40
Explanation of the course goals, expected outcomes, and the intended target audience
Prerequisites and Expectations0:59
Discussion of the prerequisites for taking the course and the expectations for student engagement and learning
Test Your Knowledge on Course Expectations and Target Audience

Introduction to ChatGPT0:58
An overview of ChatGPT, its background, and the technology behind it
GPT Architecture and Evolution1:04
Discussion of the GPT architecture, its evolution from earlier versions, and key improvements
ChatGPT Applications and Use Cases1:09
Exploration of various applications and use cases of ChatGPT, with a focus on code generation
Basic understanding of ChatGPT

Understanding the OpenAI API0:45
Introduction to the OpenAI API, its key features, and how it enables interaction with ChatGPT
Setting the Stage for AI-Assisted Coding: Configuring Your ChatGPT API Key1:29
Explanation of the authentication process, making API calls, and handling responses from ChatGPT
Setting Up Your Development Environment and making API Call7:11
Instructions on how to set up a development environment for working with ChatGPT and the OpenAI API
Set up your environment and share a screenshot
Test your knowledge on API endpoints and methods

Discussion: Building a Blogging Web Application with Python, Django, and ChatGPT2:25
Live Coding : Building a Blogging Web Application with Python, Django, ChatGPT15:38
In this comprehensive workshop, we will guide you through the process of building a Python & Django blogging web app, with a special focus on leveraging the power of ChatGPT to streamline the development process. This workshop is designed to provide you with hands-on experience and practical insights into how AI-powered language models can boost productivity, improve code quality, and help generate creative solutions for various aspects of your projects.
Throughout the workshop, you will learn how to set up a Django project, design models, create views, and manage user authentication, all while receiving assistance from ChatGPT. We will also delve into advanced features such as pagination, custom error pages, and CSS styling to enhance the overall user experience of your web application.
By the end of this workshop, you will have a fully functional blogging web app under your belt and a deep understanding of how to harness the power of ChatGPT to level up your coding skills and project development capabilities. As a bonus, we will provide the complete source code on GitHub, so you can easily refer to it or use it as a starting point for your own projects. Join us on this exciting journey and become an efficient, AI-assisted developer.

Language/Framework Overview0:52
Introduction to the specific programming language or framework and its relevance in AI-assisted code generation
Generating Code Snippets with ChatGPT2:30
Demonstration and explanation of how to generate code snippets using ChatGPT for the particular language or framework
Tips and Tricks for the Language/Framework0:55
Discussion of language/framework-specific tips and strategies for effective code generation using ChatGPT

How ChatGPT Can Assist with Code Generation1:11
Introduction to ChatGPT's capabilities in generating code snippets and enhancing coding productivity
Choosing the Right Language and Frameworks0:58
Guidance on selecting appropriate programming languages and frameworks for AI-assisted code generation tasks
Best Practices for Generating Code Snippets1:00
Discussion of tips and strategies for effectively generating high-quality code snippets using ChatGPT

Requirements

A computer with an Internet connection: This is essential as the course is online and we'll be using web-based tools and resources.
Basic computer skills: You should be comfortable with operating a computer, using a web browser, and downloading/installing software if needed.
Open-mindedness and curiosity: As we will be working with AI and coding, having an open mind and a willingness to experiment and learn is crucial.
Motivation to learn about AI-assisted coding and a willingness to experiment with new techniques and tools.
No prior experience with ChatGPT or AI is required, as the course will cover these concepts from the ground up. The course is designed to cater to software developers and engineers looking to enhance their coding productivity using AI-powered tools.
No prior coding experience is required! This course is designed to help you get started from scratch. Even if you've never written a line of code before, our step-by-step approach will guide you through the basics and into more advanced concepts. All you need is the willingness to learn.

Description

Welcome to 'AI in Coding & Data Science: Master ChatGPT, GitHub Copilot', a comprehensive course designed to revolutionize your coding and data science journey. This course is meticulously crafted to help you harness the power of AI in coding and data science, thereby boosting your productivity and making you future-ready.

With Udemy's 30-day money-back guarantee, you have nothing to lose. So why wait? Start learning today and supercharge your coding efficiency with AI

In this course, you will learn how to leverage AI tools like ChatGPT, GitHub Copilot, and Noteable to enhance your coding efficiency and data science capabilities. These tools are designed to assist you in code generation, debugging, testing, data analysis, visualization, and machine learning. They can significantly speed up your development process and make it easier to get started with new technologies.

The course is structured into several modules, each focusing on a different aspect of AI-assisted coding and data science. You will learn how to set up and use these AI tools, understand their features and benefits, and see them in action through hands-on exercises and real-world examples. The course also includes sections on how to use these tools for job search and interview preparation, making it a comprehensive guide for anyone looking to boost their career in development or data science.

One of the highlights of this course is the section on ChatGPT Plugins for Data Analytics, Visualizations, and Machine Learning. Here, you will get hands-on experience with the CodeInterpreter plugin, which allows you to generate Python code, perform data analysis, and even build machine learning models using natural language commands. You will work on several real-world datasets, including the Titanic, Iris, and MNIST datasets, and build predictive models to solve complex problems.

By the end of this course, you will:

Understand the role of AI in coding and data science and how it can enhance your productivity.
Be proficient in using AI tools like ChatGPT, GitHub Copilot, and Noteable.
Know how to leverage these tools for efficient coding, rapid learning, and advanced data analysis.
Be able to apply these tools in real-world scenarios, improving your problem-solving skills.
Understand how to use AI tools for job search and interview preparation.

This course is suitable for both beginners and experienced developers or data scientists. Whether you're just starting your coding journey, venturing into data science, or looking to enhance your existing skills, this course will provide you with the knowledge and skills you need to succeed in the rapidly evolving tech world.

Enroll today and start your journey towards mastering AI-assisted coding and data science. With Udemy's 30-day money-back guarantee, you have nothing to lose. So why wait? Start learning today and supercharge your coding and data science efficiency with AI.

Who this course is for:

Complete beginners in coding: If you have always been curious about coding but never knew where to start, this course is for you. We'll start from the basics and gradually build up your skills.
Professionals seeking to add coding to their skillset: If you're in a field where coding could enhance your work but you've never had the opportunity to learn, this course will provide a beginner-friendly introduction.
Individuals with a basic understanding of programming concepts and experience in at least one programming language, looking to explore the possibilities offered by AI in software development.
Individuals interested in leveraging AI for coding: If you've heard about AI's potential in coding and want to learn how to take advantage of it, this course will guide you on how to use ChatGPT to enhance your coding process.
Anyone wanting to understand how AI can assist in everyday tasks: Even if you're not specifically interested in coding, understanding how AI like ChatGPT can assist in a variety of tasks can be very beneficial.
Tech enthusiasts who want to stay up-to-date with the latest advancements in AI and its applications in the software development process.
The course content will be valuable for those who want to explore the capabilities of OpenAI's ChatGPT, learn how to integrate it into their Python and Django projects, and build AI-powered applications that stand out in the competitive tech landscape. By catering to the needs of learners seeking to innovate and revolutionize their approach to web development, this course will provide valuable insights and hands-on experience in AI-assisted programming.

AI in Coding & Data Science: Master ChatGPT, GitHub Copilot

What you'll learn

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Course content

Introduction6 lectures • 15min

ChatGPT Fundamentals3 lectures • 3min

**Utilizing OpenAI API: Enhance Your Coding with ChatGPT** <Very Important>3 lectures • 9min

Installing and Integrating the ChatGPT Plugin into PyCharm IDE1 lecture • 5min

Hands-On Workshop: Building Python & Django Web Apps with ChatGPT Assistance2 lectures • 18min

Exploring AI Tools for Coding1 lecture • 16min

ChatGPT Plugins for Data Analytics, Visualizations and Machine Learning2 lectures • 24min

AI-Powered Data Analytics and Machine Learning with ChatGPT CodeInterpreter5 lectures • 28min

Code Generation for Popular Languages and Frameworks3 lectures • 4min

AI-Powered Code Generation Basics3 lectures • 3min

Requirements

Description

Who this course is for: