MLG 013 Shallow Algos 2
Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/13 Support Vector Machines (SVM) Purpose: Classification and regression. Mechanism: Establishes decision b...
9 Apr 201755min
MLG 012 Shallow Algos 1
Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/12 Topics Shallow vs. Deep Learning: Shallow learning can often solve problems more efficiently in time an...
19 Mar 201753min
MLG 010 Languages & Frameworks
Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/10 Topics: Recommended Languages and Frameworks: Python and TensorFlow are top recommendations for machi...
7 Mar 201744min
MLG 009 Deep Learning
Try a walking desk to stay healthy while you study or work! Full notes at ocdevel.com/mlg/9 Key Concepts: Deep Learning vs. Shallow Learning: Machine learning is broken down hierarchically into AI,...
4 Mar 201751min
MLG 008 Math for Machine Learning
Mathematics essential for machine learning includes linear algebra, statistics, and calculus, each serving distinct purposes: linear algebra handles data representation and computation, statistics und...
23 Feb 201728min
MLG 007 Logistic Regression
The logistic regression algorithm is used for classification tasks in supervised machine learning, distinguishing items by class (such as "expensive" or "not expensive") rather than predicting continu...
19 Feb 201735min
MLG 006 Certificates & Degrees
People interested in machine learning can choose between self-guided learning, online certification programs such as MOOCs, accredited university degrees, and doctoral research, with industry acceptan...
17 Feb 201716min
MLG 005 Linear Regression
Linear regression is introduced as the foundational supervised learning algorithm for predicting continuous numeric values, using cost estimation of Portland houses as an example. The episode explains...
16 Feb 201735min
