🌟 4-Weekend AI Upskilling Curriculum (10 Hours Total) 🌟
🧠 Core Objectives:
- Build foundational knowledge of AI, NLP, Computer Vision, and Generative AI
- Learn and implement Azure AI Services and automation tools
- Work with advanced AI tools like OpenAI APIs, GitHub Copilot, and DALL-E
- Capstone project integrating AI concepts into real-world applications
🔍 Select a Weekend to Explore More:
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Session 1: AI and NLP Basics
- Overview of AI and its applications in different industries
- Introduction to Natural Language Processing (NLP) and key concepts
- Hands-on: Text preprocessing and sentiment analysis using Python
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Session 2: Introduction to Computer Vision
- Fundamentals of computer vision: Image recognition and classification
- Understanding convolutional neural networks (CNNs)
- Hands-on: Building an image classification using market available tools
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Session 1: Generative AI Basics
- Exploring GPT models, GANs, and VAEs for text and image generation
- Hands-on: Using OpenAI GPT-based APIs for content generation
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Session 2: Azure AI Services
- Overview of Azure Cognitive Services: Vision, Language, and Decision
- Hands-on: Implementing Azure services into applications/product
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Session 1: Automating Workflows with AI
- Overview of ChatGPT, DALL-E, and Open AI, etc...
- Hands-on: using copilot for doc, ppt and excel
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Session 2: GitHub Copilot and AI-Assisted Development
- Understanding GitHub Copilot for code generation
- Hands-on: AI-driven coding for real-world problems
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Session 1: DALL-E and Advanced Generative AI
- Using DALL-E for image generation and creative applications
- Exploring real-world use cases of generative AI
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Session 2: Capstone Project
- Integrating NLP, Generative AI, and automation tools
- Designing and presenting a real-world AI solution