General Introduction to Data Science

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Related lectures (57)

Quantum and Nanocomputing Log in to Mediaspace to watch this video

Covers quantum wire analysis, transmission function, and tunneling in dots.

Neural Networks Recap: Activation Functions Log in to Mediaspace to watch this video

Covers the basics of neural networks, activation functions, training, image processing, CNNs, regularization, and dimensionality reduction methods.

Polynomial Regression and Gradient Descent Log in to Mediaspace to watch this video

Covers polynomial regression, gradient descent, overfitting, underfitting, regularization, and feature scaling in optimization algorithms.

Untitled Log in to Mediaspace to watch this video

Clustering & Density Estimation Log in to Mediaspace to watch this video

Covers clustering, PCA, LDA, K-means, GMM, KDE, and Mean Shift algorithms for density estimation and clustering.

Regression Trees and Ensemble Methods in Machine Learning Log in to Mediaspace to watch this video

Discusses regression trees, ensemble methods, and their applications in predicting used car prices and stock returns.

Kinematics: Deformation and Expansion Log in to Mediaspace to watch this video

Explores kinematics of deformation, focusing on radial and linear expansion, torsion, and rotation by an angle.

Introduction to Python Programming Log in to Mediaspace to watch this video

Introduces Python programming basics using Anaconda and JupyterLab, with practical exercises on syntax and libraries.

Data Wrangling: ETL Process and Wrangling Issues Log in to Mediaspace to watch this video

Explores the ETL process, data wrangling stages, and common issues.

Rigorous Bounds: Isotropic Phases Log in to Mediaspace to watch this video

Explores rigorous upper and lower bounds for isotropic phase composites and their microstructure arrangement, focusing on laminated plates and stress-strain relationships.

Programming for Engineers Log in to Mediaspace to watch this video

Introduces a programming course for engineers, emphasizing the importance of mastering multiple languages for future projects.

Control Flow in Python: Conditional Statements and Loops Log in to Mediaspace to watch this video

Covers control flow in Python, focusing on conditional statements and loops.

Python Basics Log in to Mediaspace to watch this video

Covers Python basics, Git, control structures, functions, file handling, and debugging using PDB.

Clustering & Density Estimation Log in to Mediaspace to watch this video

Covers dimensionality reduction, PCA, clustering techniques, and density estimation methods.

Untitled Log in to Mediaspace to watch this video

Introduction to Machine Learning: Basics and Examples Log in to Mediaspace to watch this video

Introduces the basics of machine learning, covering supervised learning, reinforcement learning, and dimension reduction.

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