Mastering GPT Models (MGM Course): 8-Day Journey to Creative AI Projects

 Introduction:

Welcome to the world of Artificial Intelligence! In this blog, we present an exciting 8-day course that will take you from being a beginner to an adept user of GPT models. GPT (Generative Pre-trained Transformer) models are revolutionising the AI landscape by enabling machines to generate human-like text and perform various natural language processing tasks. By the end of this course, you'll not only understand the fundamentals of GPT models but also have hands-on experience building creative AI projects. Let's dive in!

Course Overview:

Day 1: Laying the Foundations

    • Get acquainted with GPT models and their applications in real-world scenarios.
    • Set up your development environment and install essential libraries.
    • Familiarize yourself with Jupyter Notebook or Google Colab for smooth project implementation.

    Day 2: Fine-Tuning GPT Models

    • Learn the intricacies of fine-tuning GPT models for custom tasks.
    • Dive into data preparation and model evaluation to ensure optimal performance.
    • Apply your knowledge by fine-tuning a GPT model on a specific dataset.
    • Read more ...

    Day 3: GPT-based Text Generation

    • Witness the magic of GPT models in generating human-like text.
    • Develop your text generation skills and experiment with different prompts and constraints.
    • Explore ways to leverage pre-trained models for creative storytelling.
    • Read more ...

    Day 4: Building a GPT-based Chatbot

    • Dive into the world of conversational AI by creating your chatbot with GPT models.
    • Train the chatbot with real conversational data and enhance its interactive capabilities.
    • Master context handling for a seamless chatbot experience.
    • Read more ...

    Day 5: Question-Answering with GPT Models

    • Unleash the power of GPT models in building a question-answering system.
    • Handle context and generate relevant responses for user queries.
    • Fine-tune the GPT model to provide accurate and concise answers.
    • Read more ...

    Day 6: GPT Model Interpretability

    • Explore interpretability and explainability in GPT models.
    • Learn techniques to interpret model predictions and visualize attention mechanisms.
    • Understand how to gain insights into the model's decision-making process.
    • Read more ...

    Day 7: Real-world GPT Applications

    • Discover fascinating real-world applications of GPT models in various industries.
    • Learn how to deploy GPT models as REST APIs using Flask.
    • Master best practices for scaling and managing GPT model deployments.
    • Read more ...

    Day 8: Final Project and Beyond

    • Showcase your skills with a capstone project of your choice.
    • Receive feedback and share your experiences with your peers.
    • Recap the key concepts and explore further resources for continuous learning.
    • Read more ...

    Prerequisites:

    A basic understanding of programming concepts and the Python programming language will be beneficial but not mandatory.

    An enthusiasm to explore the realms of AI and natural language processing.

    What Can You Achieve After This Course?

    Proficiency in using GPT models for various tasks like text generation, chatbots, and question-answering systems.

    The ability to fine-tune GPT models to suit your specific needs and applications.

    Hands-on experience deploying GPT models as functional REST APIs for real-world usage.

    A creative mindset to explore AI-based projects like poetry generation, story writing, and more.

    Insights into the interpretability of GPT models for enhanced understanding and trust.

    Potential to develop innovative AI applications and contribute to cutting-edge AI research.

    Conclusion:

    Embark on this 8 days journey to master GPT models and open the doors to a world of creative AI projects. Whether you aim to build advanced chatbots, write captivating stories, or explore the potential of AI in various domains, this course will provide you with the skills and knowledge to turn your ideas into reality. So, get ready to unleash the power of GPT models and be at the forefront of AI innovation!


    Are you ready to unlock the potential of GPT models? Join our 8 hours course and embark on a thrilling AI adventure!

    Start the Course
    Related categories:

    Comments

    Post a Comment

    Popular Posts on Code Katha

    Java Interview Questions for 10 Years Experience

    Image
    Welcome to the comprehensive guide on "Java Interview Questions for 10 Years Experience." Java has been one of the most popular programming languages for decades, and its widespread adoption means that the demand for skilled Java developers has never been higher. If you are someone who has been working with Java for the last decade, you have accumulated a wealth of experience and knowledge that you can showcase during interviews. Recommended  to read and brush up for your interview: Must know interview questions and concept for any Java Interview Spring boot interview Questions for 10 years experiance These simple and short articles help you to add AI to your resume and enhance the chance of selection: Java Spring Boot AI with Ollama Java Spring Boot AI with Open AI (Chat GPT) This blog post will provide you with a list of commonly asked interview questions for 10 years experienced Java developers. It will also include detailed answers to each question, with explanat
    Read more

    Sql Interview Questions for 10 Years Experience

    Image
    As an experienced SQL professional, you might encounter challenging questions during a job interview. In this blog post, we will explore 10 common SQL interview questions and provide in-depth explanations along with relevant examples. Let's dive in! Contents [ hide ] What is SQL Injection, and how can you prevent it? SQL Injection is a malicious attack where an attacker manipulates input data to execute unintended SQL statements. It can lead to unauthorized access, data breaches, and data manipulation. To prevent SQL Injection, follow these best practices: 1.1. Use Prepared Statements: Prepared statements or parameterized queries separate SQL code from data input, preventing attackers from injecting malicious SQL code. Here's an example in PHP: $stmt = $pdo->prepare('SELECT * FROM users WHERE username = :username'); $stmt->bindParam(':username', $username); $stmt->execute(); 1.2. Sanitize User Input: Validate and sanitize user input
    Read more

    Spring Boot Interview Questions for 10 Years Experience

    Image
    Welcome to the comprehensive guide on "Spring Boot Interview Questions for 10 Years Experience". Spring Boot has become one of the most popular frameworks for developing enterprise-grade applications, and its widespread adoption means that the demand for skilled Spring Boot developers has never been higher. If you are someone who has been working with Spring Boot for the last decade, you have accumulated a wealth of experience and knowledge that you can showcase during interviews. Recommended  to read and brush up for your interview: Must know interview questions and concept for any Java Interview Java Interview Questions for 10 Years Experience These simple and short articles help you to add AI to your resume and enhance the chance of selection: Spring Boot AI with Ollama Spring Boot AI with Open AI (Chat GPT) This blog post will provide you with a list of commonly asked interview questions for 10 years expe
    Read more

    Java interview questions - Must to know concepts

    Contents [ hide ] How does Java achieve platform independence, and what is the underlying principle? Java programs can run on diverse operating systems and hardware setups without requiring modification. This feat is primarily achieved through the concept of the Java Virtual Machine (JVM). The Java Virtual Machine (JVM) The JVM acts as a bridge between the Java code you write and the underlying hardware and operating system . When you compile your Java code, it is translated into an intermediate form called bytecode, which is not tied to any specific platform. The JVM then comes into play. It takes this bytecode and dynamically translates it into machine-specific instructions that the host system can execute. This means that a Java program can be written once and executed on any system with the appropriate JVM for that system. Example: Running a Java Program on Different Platforms Consider a simple Java program that calculates the sum of two numbers: package codeKatha
    Read more

    Visual Studio Code setup for Java and Spring with GitHub Copilot

    Image
    Introduction- In this tutorial blog, we will explore the process of setting up and utilising Visual Studio Code for Java programming, as well as incorporating GitHub Copilot as a valuable coding tool. Visual Studio Code is a powerful and versatile code editor that offers a wide range of features and extensions for Java developers. By using Visual Studio Code for Java programming, developers can benefit from features such as code completion, debugging, and live coding. Additionally, with the integration of GitHub Copilot, developers can streamline their coding process with AI-assisted suggestions for code snippets and functions. This blog will provide a comprehensive guide for setting up and using these tools for Java development. Contents [ hide ] Setup Visual Studio Code for Java and Spring Visual Studio Code (VS Code) is an open-source code editor that supports a wide range of programming languages, including Java. It is a powerful tool
    Read more

    Spring Data JPA

    Image
    Introduction- We will learn here Spring Data JPA, perform CRUD operation, Clear concept of Relationship mapping like one-to-many, many-to-one with Example. Spring Data JPA is a powerful framework that simplifies the process of working with relational databases in Java applications. It provides an easy-to-use API for working with JPA, allowing developers to focus on their business logic instead of worrying about the details of how JPA works. With Spring Data JPA, you can easily define entities that map to database tables, and then use them to perform CRUD (create, read, update, delete) operations on those tables. In addition, Spring Data JPA provides support for more advanced features like querying and pagination, making it an excellent choice for both small and large projects. Contents [ hide ] In this blog, we will explore Spring Data JPA by building a sample application that uses it to manage users and packs. But, before let
    Read more

    Data Structures & Algorithms Tutorial with Coding Interview Questions

    Image
    About the Course This course offers comprehensive coverage of coding questions that serve as a solid foundation for understanding DSA concepts. These questions are frequently asked in coding interviews, either directly or with some variations, by many companies, including Adobe, Facebook (Meta), Paytm, Amazon, Google, and others. Our primary objective is to enhance your problem-solving skills and enable you to devise optimal solutions. The course includes a wide range of topics, such as Arrays, Strings, Searching and Sorting, Greedy Algorithms, Trees, Graphs, Dynamic Programming, and more. Upon completion, you will possess the necessary skills to ace DSA interviews for typical companies or excel in the initial rounds of product-based companies such as Google, Microsoft and similar others. We are started with Graph data Structure and add others soon. Contents [ hide ] Approach Our course is  organised into chapters that foll
    Read more

    Java interview questions for 5 years experience

    Contents [ hide ] What is difference between Heap and Stack Memory in Java, and shed light on their utilization? In Java, memory management plays a crucial role in determining how objects are stored and accessed during program execution . Heap and Stack Memory are two distinct regions where different types of data are managed. Understanding their differences is essential for efficient memory utilisation and managing object lifecycles. Stack Memory Stack Memory is a region used for storing method calls, local variables, and references to objects . It operates in a Last-In-First-Out (LIFO) manner , resembling a stack of items. Each method call creates a new frame in the stack, containing variables specific to that method. Stack Memory is relatively fast for allocation and deallocation because it follows a strict order. However, it has limited space and is typically used for small, short-lived data. Primitive data types and references to objects are often stored here. Ex
    Read more

    Elasticsearch Java Spring Boot

    Image
    Introduction- In this blog, we will learned how to use Elasticsearch with Spring Boot to build a search application. We will created several classes as an example, including ElasticsearchConfig, Book, BookService, BookController, and BookRepository, to demonstrate how to use Elasticsearch with Spring Boot. After this tutorial, you can start building your own search application using Elasticsearch and Spring Boot. Elasticsearch is a powerful search and analytics engine that can be used to build highly scalable and fault-tolerant applications. In this blog, we will learn how to use Elasticsearch with Spring Boot to build a search application. First we will Set up a Spring Boot project with Elasticsearch after that we will see how to make connection with elasticsearch. Once connection setupt is done then we will add data then perform queries and searching on Elasticsearch. Contents [ hide ] Setting up a Spring Boot project with Elas
    Read more

    Spring AI with Ollama

    Image
    Introduction to Spring AI with Ollama Welcome to a comprehensive guide on leveraging Spring AI with Ollama to develop AI-driven applications using Java. This tutorial will cover everything from setting up Ollama locally, configuring your development environment, to creating an application that utilizes large language models for text generation. Contents [ hide ] Setting Up Ollama Installing Ollama To use Ollama locally, you must first install it on your machine. This involves downloading the Ollama software from the official repository and configuring it to run without Docker. Follow the installation instructions provided in the Ollama README file available on their official GitHub page . Ollama Download link Downloading the Mistral Model After setting up Ollama, you can download the Mistral model directly from the Ollama management interface. Mistral is designed for a broad range of applications, offering robust text generation capabilities. // Run this command in cl
    Read more