Introduction to Applied Data Analysis

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Related lectures (57)

Statistics: Exploratory Data Analysis Log in to Mediaspace to watch this video

Introduces statistics basics, including data analysis and probability theory, emphasizing central tendency, dispersion, and distribution shapes.

Probability and Statistics: Basics and Applications Log in to Mediaspace to watch this video

Covers fundamental concepts of probability and statistics, focusing on data analysis, graphical representation, and practical applications.

Deep Neural Networks Log in to Mediaspace to watch this video

Covers the back-propagation algorithm for deep neural networks and the importance of locality in CNN.

Decision Tree Classification Log in to Mediaspace to watch this video

Covers decision tree classification using KNIME Analytics Platform for data preprocessing and model creation.

Data Visualization & Storytelling Log in to Mediaspace to watch this video

Delves into data physicalization, expressiveness, feminist visualization, and the balance between exploration and explanation in data visualization.

Decision Trees and Random Forests: Concepts and Applications Log in to Mediaspace to watch this video

Discusses decision trees and random forests, focusing on their structure, optimization, and application in regression and classification tasks.

Linear Regression: Basics and Estimation Log in to Mediaspace to watch this video

Covers the basics of linear regression and how to solve estimation problems using least squares and matrix notation.

Total scattering and PDF analysis Log in to Mediaspace to watch this video

Explores total scattering and PDF analysis in materials science, covering in-situ synthesis, data analysis techniques, and applications in host-guest systems.

Phenomenological Applications of the Standard Model Log in to Mediaspace to watch this video

Explores the verification of the standard model through scattering experiments and the implications of minimal dark matter models.

Nanotoxicology: Emerging Discipline from Ultrafine Particles Log in to Mediaspace to watch this video

Explores nanotoxicology and atmospheric chemistry, focusing on particle deposition, emission, and acid deposition.

Matlab Programming: Script and Function Log in to Mediaspace to watch this video

Explores Matlab programming with scripts and functions, vectorization, and 2D graphics.

Sustainable IT Strategies: Forum SI 2024 Log in to Mediaspace to watch this video

Discusses sustainable IT practices and strategies presented at the Forum SI 2024 at EPFL.

Untitled Log in to Mediaspace to watch this video

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.

Machine Learning Fundamentals: Regularization and Cross-validation Log in to Mediaspace to watch this video

Explores overfitting, regularization, and cross-validation in machine learning, emphasizing the importance of feature expansion and kernel methods.

Secure Collaborative Systems: Building Efficient Protocols for Linear Models Log in to Mediaspace to watch this video

Explores building efficient protocols for linear models in secure collaborative systems, emphasizing security guarantees and computational efficiency.

Untitled Log in to Mediaspace to watch this video

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