Data Science Fundamentals

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Related lectures (46)

Excel Upgrade: Advanced Functions and Data Analysis

Covers advanced Excel functions and data analysis techniques, including automatic recording and using Solver.

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.

Understanding Data Models Log in to Mediaspace to watch this video

Explores the significance of data models in scientific research and the challenges posed by big data.

Urban Metabolism Analysis Log in to Mediaspace to watch this video

Explores systemic environmental assessment, national material flow analysis, and urban metabolism dashboard development for Zurich using open data.

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.

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 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.

Air Pollution Data Analysis Log in to Mediaspace to watch this video

Covers the analysis of air pollution data, focusing on R basics, visualizing time series, and creating summaries of pollutant concentrations.

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.

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.

Robert Boyle's Literary Technology Log in to Mediaspace to watch this video

Explores Robert Boyle's literary technology and its impact on knowledge production and communication.

Communication: Computer-Mediated Communication Log in to Mediaspace to watch this video

Explores computer-mediated communication tools, media richness, grounding theory, biases in communication, and managing virtual teams.

Boolean Hidden Matching Problem Log in to Mediaspace to watch this video

Covers the Boolean Hidden Matching Problem and its applications to lower bounds.

Introduction to NLP and the Course Log in to Mediaspace to watch this video

Covers the basics of Natural Language Processing, including challenges, linguistic processing levels, and the impact of power laws.

Principal Component Analysis: Applications and Limitations Log in to Mediaspace to watch this video

Explores the applications and limitations of Principal Component Analysis, including denoising, compression, and regression.

Data Management: Overview Log in to Mediaspace to watch this video

Introduces fundamental concepts of data management, including data models, databases, and key tasks.

Image Processing: Practical Log in to Mediaspace to watch this video

Covers practical image processing using Fiji software, emphasizing data quality importance.

Near Neighbors Retrieval: Efficient Techniques Log in to Mediaspace to watch this video

Covers techniques for efficiently retrieving similar items using similarity search queries.

Homomorphic Encryption Log in to Mediaspace to watch this video

Introduces homomorphic encryption, enabling computation on encrypted data without decryption, covering security, applications, and practical aspects.

Designing Structures: Marshmallow Challenge and Mechanics Log in to Mediaspace to watch this video

Covers the Marshmallow Challenge and explores structural mechanics concepts like beams, bars, and trusses.

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