AI Fundamentals Bootcamp: Introduction to Machine Learning - Week 4

GDG Glasgow
Fri, Aug 4, 3:30 PM (BST)

45 RSVP'ed

About this event

Agenda

5:30 PM

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.

5:30 PM

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.

5:30 PM

Friday, July 28st: 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.

3:30 PM

Friday, August 4th: 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.

Facilitators


Organizers

  • Patty O'Callaghan

    Patty O'Callaghan

    Charles River Laboratories

    Organizer

    View Profile
  • José Enrique Calderón Sanz

    José Enrique Calderón Sanz

    JP Morgan Chase & Co

    Organizer

    View Profile
  • Prashanti Chikiley

    Prashanti Chikiley

    JP Morgan

    Organizer

    View Profile
  • Cleyra Uzcategui

    Cleyra Uzcategui

    JPMorgan Chase & Co.

    Organizer

    View Profile
  • Lewis Shearer

    Lewis Shearer

    Jordanhill School

    Team member

    View Profile
  • Marzia Deodato

    Marzia Deodato

    Barclays

    Organizer

    View Profile
  • Sophie McCartney

    Sophie McCartney

    University of Strathclyde

    Team member

    View Profile
  • Ishita Narsiker

    Ishita Narsiker

    University of Glasgow

    Team member

    View Profile
  • Delia Paternina

    Delia Paternina

    Charles River Laboratories

    Team member

    View Profile
  • Habib Ogunsola

    Habib Ogunsola

    AHRO Publishing

    Team member

    View Profile