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Lecture
Multiclass SVM
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Related lectures (31)
Supervised Learning: Classification Algorithms
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Explores supervised learning in financial econometrics, emphasizing classification algorithms like Naive Bayes and Logistic Regression.
SVM and Multiclass Classification
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Covers SVM and multiclass classification using one-vs-all and one-vs-one approaches.
Gaussian Naive Bayes & K-NN
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Covers Gaussian Naive Bayes, K-nearest neighbors, and hyperparameter tuning in machine learning.
Document Classification: Overview
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Explores document classification methods, including k-Nearest-Neighbors, Naïve Bayes Classifier, transformer models, and multi-head attention.
Classification Algorithms: Generative and Discriminative Approaches
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Explores generative and discriminative classification algorithms, emphasizing their applications and differences in machine learning tasks.
Linear Classification: Logistic Regression
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Covers linear classification using logistic regression, regularization, and multiclass classification.
Support Vector Machines: Soft Margin
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Explores Support Vector Machines with a focus on soft margin and multiclass classification using binary classifiers.
Multi-Class Classification: Approaches and Boundaries
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Explains the strategies for multi-class classification and the concept of decision boundaries.
Supervised Learning in Asset Pricing
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Explores supervised learning in asset pricing, focusing on stock return prediction challenges and model assessment.
Neural Networks: Perceptron Model and Backpropagation Algorithm
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Covers the perceptron model and backpropagation algorithm in neural networks.
Consensus: Timing Assumptions
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Explores Consensus implementation using timing assumptions, Leader role, and minimal synchrony requirements in distributed systems.
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