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1.Introduction/01.Intro.mp4
12.16MB
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2.Overview of R/02.Introduction.mp4
11MB
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2.Overview of R/03.Overview of R Workspace & Basic Commands.mp4
357.08MB
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2.Overview of R/04.LAB 1 Intro.mp4
26.71MB
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2.Overview of R/05.LAB 1 Solution.mp4
195.63MB
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3.Linear Algebra/06.Scalars Vectors and Matrices.mp4
91.56MB
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3.Linear Algebra/07.Application Scalars Vectors and Matrices.mp4
92.65MB
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3.Linear Algebra/08.LAB 1 Intro Scalars Vectors and Matrices.mp4
5.2MB
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3.Linear Algebra/09.LAB 1 Solution Scalars Vectors and Matrices.mp4
68.23MB
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3.Linear Algebra/10.Vector Operations.mp4
31.97MB
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3.Linear Algebra/11.Application Vector Operations.mp4
131.65MB
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3.Linear Algebra/12.LAB 2 Intro Vector Operations.mp4
5.69MB
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3.Linear Algebra/13.LAB 2 Solution Vector Operations.mp4
68.22MB
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3.Linear Algebra/14.Matrix Operations Addition Subtraction Multiplication.mp4
48.65MB
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3.Linear Algebra/15.Application Matrix Operations Addition Subtraction Multiplication.mp4
53.53MB
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3.Linear Algebra/16.LAB 3 Intro Matrix Operations Addition Subtraction Multiplication.mp4
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3.Linear Algebra/17.LAB 3 Solution Matrix Operations Addition Subtraction Multiplication.mp4
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3.Linear Algebra/18.Matrix Operations Transposes and Inverses.mp4
31.94MB
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3.Linear Algebra/19.Application Matrix Operations Transposes and Inverses.mp4
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3.Linear Algebra/20.LAB 4 Intro Matrix Operations Transposes and Inverses.mp4
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3.Linear Algebra/21.LAB 4 Solution Matrix Operations Transposes and Inverses.mp4
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3.Linear Algebra/22.What is Linear Regression.mp4
44.53MB
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3.Linear Algebra/23.Application What is Linear Regression.mp4
175.51MB
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3.Linear Algebra/24.LAB 5 Intro What is Linear Regression.mp4
10.82MB
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3.Linear Algebra/25.Lab 5 Solution What is Linear Regression.mp4
60.99MB
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3.Linear Algebra/26.Matrix Representation of Linear Regression.mp4
20.66MB
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3.Linear Algebra/27.Application Matrix Representation of Linear Regression.mp4
77.95MB
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3.Linear Algebra/28.Lab 6 Intro Matrix Representation of Linear Regression.mp4
11.77MB
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3.Linear Algebra/29.Lab 6 Solution Matrix Representation of Linear Regression.mp4
57.1MB
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4.Section Calculus/30.Functions and Tangent Lines.mp4
134.88MB
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4.Section Calculus/31.Application Functions and Tangent Lines.mp4
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4.Section Calculus/32.Lab 1 Intro Functions and Tangent Lines.mp4
4.15MB
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4.Section Calculus/33.Lab 1 Solution Functions and Tangent Lines.mp4
45.12MB
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4.Section Calculus/34.Derivatives.mp4
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4.Section Calculus/35.Application Derivatives.mp4
107.76MB
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4.Section Calculus/36.Lab 2 Intro Derivatives.mp4
6.91MB
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4.Section Calculus/37.Lab 2 Solution Derivatives.mp4
83.5MB
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4.Section Calculus/38.Optimization Using Derivatives Single Variable Functions.mp4
41.29MB
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4.Section Calculus/39.Application Optimization Using Derivatives Single Variable.mp4
52.91MB
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4.Section Calculus/40.Intro Optimization Using Derivatives Single Variable Function.mp4
4.46MB
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4.Section Calculus/41.Lab 3 Solution Optimization Using Derivatives Single Variable Function.mp4
50.89MB
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4.Section Calculus/42.Optimization Using Derivatives Two Variable Functions.mp4
40.25MB
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4.Section Calculus/43.Application Optimization Using Derivatives Two Variable Function.mp4
82.8MB
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4.Section Calculus/44.Lab 4 Intro Optimization Using Derivatives Two Variable Functions.mp4
7.81MB
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4.Section Calculus/45.Lab 4 Solution Optimization Using Derivatives Two Variable Function.mp4
25MB
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4.Section Calculus/46.Linear Regression the Calculus Optimization Perspective.mp4
61.6MB
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4.Section Calculus/47.Application Linear Regression the Calculus Optimization Perspective.mp4
35.95MB
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4.Section Calculus/48.Lab 5 Intro Linear Regression the Calculus Optimization Perspective.mp4
9.31MB
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4.Section Calculus/49.Lab 5 Solution Linear Regression the Calculus Optimization Perspective.mp4
32.89MB
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5.Tying it All Together Vector Calculus/50.Orthogonal Vectors and Linear Independence.mp4
110.44MB
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5.Tying it All Together Vector Calculus/51.Application Orthogonal Vectors and Linear Independence.mp4
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5.Tying it All Together Vector Calculus/62.Linear Regression the Gradient Descent Perspective.mp4
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5.Tying it All Together Vector Calculus/64.Lab 4 Intro Linear Regression the Gradient Descent Perspective.mp4
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5.Tying it All Together Vector Calculus/65.Lab 4 Solution Linear Regression the Gradient Descent Perspective.mp4
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Exercise Files/code_9781839210945.zip
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