# Fundamentals of Deep Learning for CERN Summer Students

- Institution: CERN
- Taught by: Linus Maximilian Eickhoff, Jarl Saether
- Year: 2026
- Language: English
- Source: [CERN](https://videos.cern.ch/record/3026498)
- Licence: [CERN](https://copyright.web.cern)
- Who can watch: Teens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

Abstract

In this workshop, you'll learn how deep learning works through hands-on exercises in computer vision and natural language processing. You'll train deep learning models from scratch, learning tools and tricks to achieve highly accurate results. You'll also learn to leverage freely available, state-of-the-art pre-trained models to save time and get your deep learning application up and running quickly.

Find more information on this workshop here

Learning Objectives

By participating in this workshop, you'll:

Learn the fundamental techniques and tools required to train a deep learning model

Gain experience with common deep learning data types and model architectures

Enhance datasets through data augmentation to improve model accuracy

Leverage transfer learning between models to achieve efficient results with less data and computation

Build confidence to take on your own project with a modern deep learning framework

Prerequisites

An understanding of fundamental programming concepts in Python 3, such as functions, loops, dictionaries, and arrays; familiarity with Pandas data structures; and an understanding of how to compute a regression line.

Please note that pictures and videos might be taken during the event. The pictures and videos might be used for communication about the event. By joining the lecture, you are agreeing to being featured in these communication actions.

00:00:00 Slide 1

00:01:09 Slide 2

00:01:34 Slide 3

00:02:10 Slide 4

00:02:51 Slide 5

00:03:18 Slide 6

00:04:24 Slide 7

00:06:41 Slide 8

00:06:58 Slide 9

00:08:07 Slide 10

00:08:33 Slide 11

00:09:19 Slide 12

00:10:03 Slide 13

00:10:41 Slide 14

00:11:45 Slide 15

00:13:11 Slide 16

00:15:47 Slide 17

00:16:23 Slide 18

00:16:35 Slide 19

00:17:02 Slide 20

00:17:26 Slide 21

00:17:38 Slide 22

00:17:53 Slide 23

00:25:46 Slide 24

00:25:57 Slide 25

00:27:52 Slide 26

00:28:03 Slide 27

00:28:34 Slide 28

00:29:04 Slide 29

00:29:16 Slide 30

00:32:38 Slide 31…

## Lectures

1. [Fundamentals of Deep Learning for CERN Summer Students](https://invisiblenetwork.ai/learn/cern/3026498/d92d2a150baa), 4 h 57 min (CERN's player)