Demonstrating a simple fully-connected model in Keras
Machine Learning with LoqD
Demonstrating a simple fully-connected model in Keras
54:09
Demonstrating kernel support vector machines (SVMs) in Matlab
Machine Learning with LoqD
Demonstrating kernel support vector machines (SVMs) in Matlab
1:07:47
Working with support vector machines in Matlab
Machine Learning with LoqD
Working with support vector machines in Matlab
1:15:28
The XOR problem and the need for artificial neural networks
Machine Learning with LoqD
The XOR problem and the need for artificial neural networks
1:13:09
Introduction to deep learning
Machine Learning with LoqD
Introduction to deep learning
53:43
Demonstrating Keras with MNIST
Machine Learning with LoqD
Demonstrating Keras with MNIST
1:07:51
Ensemble learning: bagging and boosting
Machine Learning with LoqD
Ensemble learning: bagging and boosting
57:10
The Kernel Trick in Support Vector Machines
Machine Learning with LoqD
The Kernel Trick in Support Vector Machines
1:15:28
Support Vector Machines: Constrained Optimization and Lagrangian Duality
Machine Learning with LoqD
Support Vector Machines: Constrained Optimization and Lagrangian Duality
1:08:41
Optimization in MATLAB
Machine Learning with LoqD
Optimization in MATLAB
1:06:27
Hyperparameter tuning in MATLAB with lassoglm
Machine Learning with LoqD
Hyperparameter tuning in MATLAB with lassoglm
1:02:36
Introduction to Support Vector Machines
Machine Learning with LoqD
Introduction to Support Vector Machines
1:06:06
Overfitting, regularization, and cross-validation
Machine Learning with LoqD
Overfitting, regularization, and cross-validation
1:06:20
Implementing logistic regression in Python with scipy
Machine Learning with LoqD
Implementing logistic regression in Python with scipy
1:07:56
Implementing logistic regression in MATLAB with mnrfit
Machine Learning with LoqD
Implementing logistic regression in MATLAB with mnrfit
58:35
Logistic Regression as a foundational supervised learning model
Machine Learning with LoqD
Logistic Regression as a foundational supervised learning model
50:43
Analyzing cryptocurrency prices with the singular value decomposition
Machine Learning with LoqD
Analyzing cryptocurrency prices with the singular value decomposition
1:13:18
Linear algebra for Machine Learning, Part I
Machine Learning with LoqD
Linear algebra for Machine Learning, Part I
1:09:48