GDG on Campus Walchand College of Engineering - Sangli, India
GDG On Campus is organizing the AI/ML Bootcamp where we will teach basics to advanced concepts of AI and ML.
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Join us for an exciting AI/ML Bootcamp where you'll dive into the world of Artificial Intelligence (AI) and Machine Learning (ML)! This bootcamp is designed for beginners and enthusiasts, aiming to provide a comprehensive understanding of the fundamentals and practical applications of AI/ML.
Key Topics:
Introduction to AI/ML:
What are AI and ML? Learn about their role in transforming industries and the world around us.
Impacts & Benefits of AI/ML:
Discover how AI/ML is revolutionizing sectors like healthcare, finance, education, and more, and the potential benefits for society.
Basic Tools of AI/ML:
Explore the essential tools that power AI/ML development, from coding platforms to data analysis tools.
Python Basics for AI/ML:
Get hands-on with Python, the go-to language for AI/ML, and its core elements: data types, loops, strings, lists, and dictionaries.
Python Libraries for ML:
An introduction to popular Python libraries—NumPy for numerical computing, Pandas for data manipulation, and Matplotlib for visualization.
Machine Learning Concepts:
Understand the different types of ML, including supervised, unsupervised, and reinforcement learning. Delve into Scikit-learn, a powerful ML library.
ML Models:
Learn about essential ML models such as Linear Regression and Decision Trees, and how they are used to predict outcomes and classify data.
Deep Learning (DL):
Discover why Deep Learning is rapidly becoming a crucial part of AI, focusing on its ability to process large datasets and deliver better insights.
TensorFlow Introduction:
Get started with TensorFlow, one of the leading deep learning libraries, and see how it powers modern AI applications.
Project Day:
On the final day of the bootcamp, participants will engage in a hands-on project, applying the knowledge and skills acquired throughout the sessions. The specific project will be revealed on the day to enhance the learning experience!
October 21 – 23, 2024
12:30 PM – 2:30 PM (UTC)
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