MLG 001 Introduction
MLG 001 Introduction
Show notes: ocdevel.com/mlg/1. MLG teaches the fundamentals of machine learning and artificial intelligence. It covers i... Read more
1 Feb 2017
•
9mins
MLG 002 What is AI, ML, DS
MLG 002 What is AI, ML, DS
Show notes at ocdevel.com/mlg/2 Updated! Skip to [00:29:36] for Data Science (new content) if you've already heard this ... Read more
9 Feb 2017
•
1hr 4mins
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MLG 003 Inspiration
MLG 003 Inspiration
Show notes at ocdevel.com/mlg/3. Why should you care about AI? Inspirational topics about economic revolution, the singu... Read more
10 Feb 2017
•
18mins
MLG 004 Algorithms - Intuition
MLG 004 Algorithms - Intuition
Overview of machine learning algorithms. Infer/predict, error/loss, train/learn. Supervised, unsupervised, reinforcement... Read more
12 Feb 2017
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MLG 005 Linear Regression
MLG 005 Linear Regression
Introduction to the first machine-learning algorithm, the 'hello world' of supervised learning - Linear Regression ocdev... Read more
16 Feb 2017
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33mins
MLG 006 Certificates & Degrees
MLG 006 Certificates & Degrees
Discussion on certificates and degrees from Udacity to a Masters degree. ocdevel.com/mlg/6 for notes and resources
17 Feb 2017
•
15mins
MLG 007 Logistic Regression
MLG 007 Logistic Regression
Your first classifier: Logistic Regression. That plus Linear Regression, and you're a 101 supervised learner! ocdevel.co... Read more
19 Feb 2017
•
34mins
MLG 008 Math
MLG 008 Math
Introduction to the branches of mathematics used in machine learning. Linear algebra, statistics, calculus. ocdevel.com/... Read more
23 Feb 2017
•
27mins
MLG 009 Deep Learning
MLG 009 Deep Learning
Deep learning and neural networks. How to stack our logisitic regression units into a multi-layer perceptron. ocdevel.co... Read more
4 Mar 2017
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51mins
MLG 010 Languages & Frameworks
MLG 010 Languages & Frameworks
Languages & frameworks comparison. Languages: Python, R, MATLAB/Octave, Julia, Java/Scala, C/C++. Frameworks: Hadoop... Read more
7 Mar 2017
•
44mins
