Training Series - Course 1 "Machine Learning Fundamentals"

Name: Training Series - Course 1 "Machine Learning Fundamentals"
Start: 2025-09-24T10:00:00+03:00
End: 2025-09-24T14:10:00+03:00
Location: No location set

Wednesday 24 Sep 2025, 10:00 → 14:10 Europe/Athens

Description

PHAROS AI Factory announces the 1st Course of its Training Series, Machine Learning Track: "Machine Learning Fundamentals", held online via Zoom.

Presentation language: Greek

Audience: This module is designed for data analysts, software developers, business professionals, and newcomers to data science who are keen to understand the basics of machine learning and data mining.

Prerequisites: Basic knowledge of Python, Python libraries (e.g. pandas, numpy, scipy, scikit-learn, matplotlib)

Location: Online via Zoom

Description: This course discusses the fundamentals needed for machine learning practitioners, covering two essential dimensions: exploratory data analysis outlines the techniques needed to extract statistics, visualize information and perform preprocessing algorithms to a given tabular dataset. Moreover, fundamental machine learning algorithms for data classification, such as logistic regression, naive bayes, decision trees and other established methods, such as their evaluation practices conclude this course.

Learning Objectives

Understand the role of exploratory data analysis (EDA) in preparing data for machine learning.
Learn techniques for summarizing, visualizing, and preprocessing tabular datasets.
Gain knowledge of fundamental classification algorithms such as logistic regression, naive Bayes, and decision trees.
Explore evaluation methods to assess and compare model performance.

Note: Please enter your institutional/corporate email when registering.

- 10:00 → 10:10
  
  Introduction to Pharos Project 10m
  
  Speaker: Stelios Karozis (NCSR )
- 10:10 → 10:30
  
  Pharos Training Events 20m
  
  Speakers: Nikos Bakas (GRNET ) , Thanos Voulodimos (NTUA)
- 10:30 → 12:00
  
  Exploratory data analysis 1h 30m
  
  Speakers: Giorgos Filandrianos (NTUA) , Maria Lymperaiou (NTUA)
- 12:00 → 12:30
  
  Break 30m
- 12:30 → 14:00
  
  Classification 1h 30m
  
  Speakers: Giorgos Filandrianos (NTUA) , Maria Lymperaiou (NTUA)
- 14:00 → 14:10
  
  Questions / Open discussion 10m
  
  Speakers: Giorgos Filandrianos (NTUA) , Maria Lymperaiou (NTUA) , Nikos Bakas (GRNET ) , Stelios Karozis (NCSR ) , Thanos Voulodimos (NTUA)