File Name: | Python & Gen Ai Basics: Transition From Java In Just 15 Days |
Content Source: | N/A |
Genre / Category: | Programming |
File Size : | 8.6 GB |
Publisher: | N/A |
Updated and Published: | September 26, 2024 |
Curious about Python programming and Generative AI but not sure where to start? This 15-day beginner-friendly course is designed to take you from zero to confidently building AI-powered projects—all through a practical, storytelling approach! If you’re familiar with Java, we’ll make it even easier by comparing concepts between the two languages, helping you transition smoothly.From mastering Python fundamentals to exploring popular AI tools like ChatGPT and DALL-E, this course covers everything you need to start working with AI without writing complex code. You’ll dive into hands-on exercises, learn to use local LLMs, and build real-world AI applications—all with no prior Python or AI experience required.Course Outline:Day 1-4: Python FundamentalsIntroduction to programming and PythonOverview of Google Colab and GithubPython syntax: print statements, comments, variables, and data typesControl structures: conditional statements, loops, and repetitive tasksData structures: lists, sets, tuples, and dictionariesDay 5-7: Functions, Modules, and PackagesDefining and calling functionsParameters and return valuesWorking with Python libraries and modules like mathUnderstanding PIP and how to install packagesDay 8: Files and Python ProjectString operations and formattingFile handling: reading and writing files in Google ColabA simple Python project based on the learner’s understandingDay 9-10: Introduction to Generative AIText generation tools and large language models (LLMs)Practical exercises: Comparing ChatGPT and Gemini AICode generation with AI tools like Claude and ChatGPTPrompt engineering for effective AI communicationBuilding a Python code generator using AI (no coding required)Day 11-14: Advanced Generative AI ConceptsImage generation with tools like DALL-E, Midjourney, and Stable DiffusionRunning LLMs locally using Ollama and LM StudioRetrieval Augmented Generation (RAG) technique with vector stores like ChromaDBLLM frameworks: Langchain and LlamaIndexBuilding a question-answering system using LLM frameworksDay 15: Building Real AI ProjectsCreating AI-powered tools like SQL chatbots using LangchainExploring the open-source world of AI and next steps in AI learningBy the end of the course, you’ll have a solid foundation in Python and Generative AI, with the confidence to build exciting AI projects. Perfect for curious minds looking to step into the future of tech!
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