AI Fundamentals Bootcamp: Introduction to Machine Learning

Name: AI Fundamentals Bootcamp: Introduction to Machine Learning
Start: 2023-07-28T17:30:00+01:00
End: 2023-07-28T19:30:00+01:00

GDG Glasgow

Join GDG Glasgow and Women Techmakers Scotland for the online bootcamp: "AI Fundamentals Bootcamp: Introduction to Machine Learning" taught by Patty O'Callaghan. This comprehensive bootcamp is designed to provide beginners with a solid foundation in Machine Learning.

Jul 28, 2023, 4:30 – 6:30 PM

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RSVP'd

Key Themes

AIMachine LearningTensorFlow jsWomen Techmakers

About this event

Join GDG Glasgow and Women Techmakers Scotland for the online bootcamp: "AI Fundamentals Bootcamp: Introduction to Machine Learning" taught by Patty O'Callaghan. This comprehensive bootcamp is designed to provide beginners with a solid foundation in Machine Learning. 
The bootcamp will run for four consecutive Fridays starting July 7th, from 5:30 pm to 7:30 pm UK time, allowing participants to conveniently engage in the learning experience.
Join us to dive into the world of AI and kickstart your journey in machine learning. Don't miss this opportunity to learn and connect with a supportive tech community. Secure your spot in the AI Fundamentals Bootcamp now!

When

Friday, July 28, 2023
4:30 PM – 6:30 PM UTC

Agenda

Friday, July 7th: Introduction to Machine Learning	- Introduction to machine learning concepts, including supervised and unsupervised learning. - Overview of common machine learning algorithms, such as linear regression and decision trees. - Understanding the workflow of a machine learning project.
Friday, July 14th: Data Preprocessing and Model Training	- Techniques for handling missing data, categorical variables, and data normalization. - Data preprocessing techniques. - Splitting data into training and testing sets. - Introduction to model training, loss functions, and optimization algorithms. - Practical exercises for data preprocessing and model training.
Friday, July 21st: Model Evaluation and Performance Metrics	- Introduction to evaluation metrics. - Techniques for model evaluation. - Understanding the concept of overfitting and regularization techniques. - Practical exercises to evaluate and improve model performance.
Friday, July 28th: Introduction to Neural Networks and TensorFlow.js	- Introduction to neural networks, including layers, activation functions, and backpropagation. - Overview of different types architechtures of neural networks. - Introduction to TensorFlow.js for building and deploying neural networks in web applications. - Practical examples and demonstrations using TensorFlow.js to showcase the capabilities of neural networks.