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  3. Jumpstart Python & Gen AI: Zero to Hero for Beginners
Jumpstart Python & Gen AI: Zero to Hero for Beginners
IT & Software

31 December, 2024

Master Python and Dive into Generative AI with No Prior Experience: Learn to Code and Create Using Real-World Tools

$89.00FREE

Jumpstart Python & Gen AI: Zero to Hero for Beginners

Here's the updated course description including practice questions and a Python coding exercise:

Course Description:

This 16-lecture course is designed to provide a solid foundation in Python programming and an introduction to Generative AI. Tailored for beginners, the course includes both theoretical lessons and hands-on projects to ensure that learners can apply their knowledge in real-world scenarios. The entire course follows a storytelling format for beginners, offering an immersive experience through recorded class sessions.

Course Structure:

Lecture 1: Introduction to Generative AI and Python

  • Overview of the course structure and objectives.

  • Introduction to Python and its importance in AI.

  • Overview of Generative AI, including its applications and relevance in today’s world.

Python Fundamentals (Lectures 2–10)

  • Lecture 2: Introduction to Python Basics

    • Overview of programming and Python as a language.

    • Setting up and using Google Colab for coding.

    • Exploring GitHub for code storage and collaboration.

    • Basic syntax in Python: print statements, comments.

  • Lecture 3: Variables and Data Types

    • Understanding variables and their role in programming.

    • Exploring different data types: integers, floats, strings.

    • Simple input and output operations using input() and print() functions.

  • Lecture 4: Control Structures

    • Conditional statements: if, elif, else.

    • Comparison and logical operators.

    • Introduction to loops: while loops and their use in repetitive tasks.

  • Lecture 5: Lists and For Loops

    • Lists: creation, indexing, slicing, and basic list methods.

    • Introduction to for loops and their applications in iterating through lists.

  • Lecture 6: Sets and Loops

    • Working with sets: creation and methods.

    • Continuation of for loops, applied to sets and other data structures.

  • Lecture 7: Tuples and Dictionaries

    • Overview of tuples: creation and properties.

    • Working with dictionaries: creation, accessing values, and basic dictionary methods.

  • Lecture 8: Functions in Python

    • Understanding and using built-in functions.

    • Defining custom functions, parameters, and return values.

  • Lecture 9: Modules and Libraries

    • Introduction to Python modules and libraries.

    • Using the math module and understanding Python packages.

    • Introduction to PIP for managing Python libraries.

  • Lecture 10: String Operations and File Handling

    • String operations and formatting.

    • Reading from and writing to files using Google Colab’s file system.

    • Hands-on project: Create a simple Python project to demonstrate understanding of Python fundamentals.

Introduction to Generative AI (Lectures 11–13)

  • Lecture 11-12: Text Generation and LLMs

    • Overview of text generation tools and Large Language Models (LLMs) like ChatGPT, Gemini, and Claude.

    • Hands-on exercises using OpenAI Playground and Google AI Studio for text generation.

    • Practical comparison of outputs from different AI tools.

  • Lecture 13: AI-driven Code Generation and Prompt Engineering

    • Introduction to AI-based code generation using tools like ChatGPT and Claude.

    • Understanding Cursor IDE for AI-assisted coding.

    • Practical project: Build a simple web page using AI-generated code.

Advanced Generative AI Concepts (Lectures 14–16)

  • Lecture 14: Image Generation and Running LLMs Locally

    • Overview of image generation tools such as DALL-E, Midjourney, and Stable Diffusion.

    • Practical exercise: Generating and animating images using runwayML.

    • Running open-source LLMs locally using tools like Ollama and LMStudio.

  • Lecture 15: Retrieval Augmented Generation (RAG)

    • Using LLMs with custom data through RAG techniques.

    • Introduction to embeddings and vector stores (chromaDB, qdrant).

    • Practical exercise: Building a RAG pipeline to process and store PDFs in qdrant cloud.

  • Lecture 16: Building Real AI Projects

    • Introduction to Langchain and LlamaIndex.

    • Hands-on project: Create a RAG-based question-answering system on a webpage.

    • Exploring the open-source AI ecosystem and next steps for continued learning.

Course Features:

  • Hands-on Practice: Each lecture includes Python coding exercises, quizzes, and practical projects.

  • Practice Questions: Focused on real-world scenarios to help reinforce concepts.

  • Python Coding Exercise: Aimed at applying Python fundamentals to build meaningful applications.

By the end of the course, learners will have gained a thorough understanding of Python programming and practical experience with Generative AI, enabling them to build AI-driven projects.

Affiliate disclosure: Course Kingdom participates in affiliate programmes (including Udemy via the Cuelinks network). Some links on this page are affiliate links — if you click and enroll, we may earn a small commission at no extra cost to you. Learn more.

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