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Related lectures (19)
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Data Compression: Privacy-Preserving Techniques
Explores privacy-preserving data management and data summarization techniques for finding similar items.
Biometrics & Tokens: Advantages, Authentication, & Adversarial Reasoning
Explores biometrics, tokens, authentication processes, and adversarial reasoning in security engineering.
Statistical Hypothesis Testing & Error Types
Covers statistical hypothesis testing and error types in neural signals processing.
GLM: Statistical Hypothesis Testing
Explores statistical hypothesis testing, error types, thresholding, and multiple comparisons in GLM.
Linear Regression: Basics
Covers the basics of linear regression, binary and multi-class classification, and evaluation metrics.
SVM: Generalization & Confidence
Explores SVM's generalization, lack of confidence in predictions, and risk of false positives, comparing it with GMM and KNN.
Relevance Vector Machine: Addressing SVM Shortcomings
Introduces the Relevance Vector Machine as a sparse solution to SVM shortcomings.
Machine Learning in Human Rights: HURIDOCS
Explores machine learning in human rights, focusing on defining goals, handling false positives and negatives, and ensuring transparency and trust.
Generalized Linear Regression: Classification
Explores Generalized Linear Regression, Classification, confusion matrices, ROC curves, and noise in data.