Workshop

Artificial Intelligence and Machine Learning Workshop Overview (8 Hours)

In this comprehensive 8-hour workshop, participants will gain a solid understanding of Artificial Intelligence (AI) concepts and their practical applications. The session is designed to provide hands-on experience with modern AI tools and frameworks, focusing on the following key areas:

Introduction to AI & Machine Learning (ML)

  • Overview of AI and its real-world applications
  • Key concepts of supervised, unsupervised, and reinforcement learning
  • Understanding data collection and preprocessing techniques

    Building AI Models

    • Introduction to popular AI libraries and frameworks like TensorFlow and scikit-learn
    • Building simple machine learning models (e.g., linear regression, decision trees)
    • Hands-on practice with AI model training, evaluation, and optimization

      Deep Learning Fundamentals

      • Basics of neural networks and deep learning
      • Introduction to convolutional neural networks (CNNs) for image processing
      • Building and training deep learning models using TensorFlow

        AI in Action: Real-World Projects

        • Applying AI techniques to solve real-world problems
        • Hands-on project where participants build a small AI model (e.g., image classifier, recommendation system)

          Introduction to Natural Language Processing (NLP)

          • Overview of NLP and its applications (e.g., chatbots, sentiment analysis)
          • Implementing basic NLP tasks using Python libraries like NLTK and spaCy