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Related lectures (32)

Explores challenges in data assumptions, biases, and more in research, including incomplete write-ups and frustrations of newcomers.

Singular Value Decomposition

Explores Singular Value Decomposition and its role in unsupervised learning and dimensionality reduction, emphasizing its properties and applications.

Introduction to Data Stream Processing: Concepts and Applications

Covers the principles of data stream processing and its applications in real-time data analysis.

Integrating Scalable Data Storage and Map Reduce Processing with Hadoop

Covers the integration of scalable data storage and map reduce processing using Hadoop, including HDFS, Hive, Parquet, ORC, Spark, and HBase.

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.

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.

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: 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.

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.

Data Warehouses: Introduction and Challenges Log in to Mediaspace to watch this video

Covers the introduction and challenges of data warehouses, including integrating data, managing metadata, and optimizing query performance.

Introduction to Database Systems Log in to Mediaspace to watch this video

Covers the fundamentals of database systems, including data modeling, information processing, and the challenges of managing large volumes of data.

Water Consumption in Geneva Log in to Mediaspace to watch this video

Explores water consumption data in Geneva, including charts on consumption and losses, available datasets, and data processing phases.

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