Skip to main content
Graph
Search
fr
en
Login
Search
All
Categories
Concepts
Courses
Lectures
MOOCs
People
Quizes
Exercises
Publications
Startups
Units
Show all results for
Home
Lecture
Data Science and Education at EPFL
Graph Chatbot
Related lectures (32)
Data Science for Engineers: Part 2
Log in to Mediaspace to watch this video
Explores data manipulation, exploration, and visualization in data science projects using Python.
Introduction to Data Science
Log in to Mediaspace to watch this video
Introduces the basics of data science, covering decision trees, machine learning advancements, and deep reinforcement learning.
Data Mining: Introduction
Log in to Mediaspace to watch this video
Covers the challenges and opportunities of data mining, practical questions, algorithm components, and applications like shopping basket analysis.
Overview: Information Management
Log in to Mediaspace to watch this video
Explores levels of data abstraction, model building, usage, and representation, and the utility of information systems for decision-making.
Data Science Innovations: Insights, Challenges, and Future
Log in to Mediaspace to watch this video
Explores advancements in data science, focusing on fast insights, data variety, and real-time intelligent data systems.
Digital History and Digitized Press
Log in to Mediaspace to watch this video
Delves into the 'digital turn' in history, examining historical research using digitized newspapers and exploring text reuse, word embeddings, and data visualization.
Introduction to Machine Learning: Course Overview and Basics
Log in to Mediaspace to watch this video
Introduces the course structure and fundamental concepts of machine learning, including supervised learning and linear regression.
Deep Learning: Data, Models, and Challenges
Log in to Mediaspace to watch this video
Provides an overview of deep learning concepts, focusing on data, model architecture, and challenges in handling large datasets.
Unsupervised Learning: Dimensionality Reduction and Clustering
Log in to Mediaspace to watch this video
Covers unsupervised learning, focusing on dimensionality reduction and clustering, explaining how it helps find patterns in data without labels.
Deep Learning: Principles and Applications
Log in to Mediaspace to watch this video
Covers the fundamentals of deep learning, including data, architecture, and ethical considerations in model deployment.
Knowledge Representation: Semantics and Data Structures
Log in to Mediaspace to watch this video
Explores knowledge representation, data structures, semantics, and the challenges of searching for data on the web.
Machine Learning Basics
Log in to Mediaspace to watch this video
Introduces the basics of machine learning, covering supervised and unsupervised learning, linear regression, and data understanding.
Previous
Page 2 of 2
Next
