Download Packt | Mathematics for Data Science and Machine Learning using R [FCO] Torrent

Torrent Contents Size: 3.79 GB

Packt | Mathematics for Data Science and Machine Learning using R [FCO]

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1.Introduction

01.Intro.mp4

MP4

12.16 MB

2.Overview of R

02.Introduction.mp4	MP4	11 MB
03.Overview of R Workspace & Basic Commands.mp4	MP4	357.08 MB
04.LAB 1 Intro.mp4	MP4	26.71 MB
05.LAB 1 Solution.mp4	MP4	195.63 MB

3.Linear Algebra

06.Scalars Vectors and Matrices.mp4	MP4	91.56 MB
07.Application Scalars Vectors and Matrices.mp4	MP4	92.65 MB
08.LAB 1 Intro Scalars Vectors and Matrices.mp4	MP4	5.2 MB
09.LAB 1 Solution Scalars Vectors and Matrices.mp4	MP4	68.23 MB
10.Vector Operations.mp4	MP4	31.97 MB
11.Application Vector Operations.mp4	MP4	131.65 MB
12.LAB 2 Intro Vector Operations.mp4	MP4	5.69 MB
13.LAB 2 Solution Vector Operations.mp4	MP4	68.22 MB
14.Matrix Operations Addition Subtraction Multiplication.mp4	MP4	48.65 MB
15.Application Matrix Operations Addition Subtraction Multiplication.mp4	MP4	53.53 MB
16.LAB 3 Intro Matrix Operations Addition Subtraction Multiplication.mp4	MP4	3.63 MB
17.LAB 3 Solution Matrix Operations Addition Subtraction Multiplication.mp4	MP4	21.11 MB
18.Matrix Operations Transposes and Inverses.mp4	MP4	31.94 MB
19.Application Matrix Operations Transposes and Inverses.mp4	MP4	60.57 MB
20.LAB 4 Intro Matrix Operations Transposes and Inverses.mp4	MP4	2.72 MB
21.LAB 4 Solution Matrix Operations Transposes and Inverses.mp4	MP4	16.48 MB
22.What is Linear Regression.mp4	MP4	44.53 MB
23.Application What is Linear Regression.mp4	MP4	175.51 MB
24.LAB 5 Intro What is Linear Regression.mp4	MP4	10.82 MB
25.Lab 5 Solution What is Linear Regression.mp4	MP4	60.99 MB
26.Matrix Representation of Linear Regression.mp4	MP4	20.66 MB
27.Application Matrix Representation of Linear Regression.mp4	MP4	77.95 MB
28.Lab 6 Intro Matrix Representation of Linear Regression.mp4	MP4	11.77 MB
29.Lab 6 Solution Matrix Representation of Linear Regression.mp4	MP4	57.1 MB

4.Section Calculus

30.Functions and Tangent Lines.mp4	MP4	134.88 MB
31.Application Functions and Tangent Lines.mp4	MP4	61.64 MB
32.Lab 1 Intro Functions and Tangent Lines.mp4	MP4	4.15 MB
33.Lab 1 Solution Functions and Tangent Lines.mp4	MP4	45.12 MB
34.Derivatives.mp4	MP4	28.49 MB
35.Application Derivatives.mp4	MP4	107.76 MB
36.Lab 2 Intro Derivatives.mp4	MP4	6.91 MB
37.Lab 2 Solution Derivatives.mp4	MP4	83.5 MB
38.Optimization Using Derivatives Single Variable Functions.mp4	MP4	41.29 MB
39.Application Optimization Using Derivatives Single Variable.mp4	MP4	52.91 MB
40.Intro Optimization Using Derivatives Single Variable Function.mp4	MP4	4.46 MB
41.Lab 3 Solution Optimization Using Derivatives Single Variable Function.mp4	MP4	50.89 MB
42.Optimization Using Derivatives Two Variable Functions.mp4	MP4	40.25 MB
43.Application Optimization Using Derivatives Two Variable Function.mp4	MP4	82.8 MB
44.Lab 4 Intro Optimization Using Derivatives Two Variable Functions.mp4	MP4	7.81 MB
45.Lab 4 Solution Optimization Using Derivatives Two Variable Function.mp4	MP4	25 MB
46.Linear Regression the Calculus Optimization Perspective.mp4	MP4	61.6 MB
47.Application Linear Regression the Calculus Optimization Perspective.mp4	MP4	35.95 MB
48.Lab 5 Intro Linear Regression the Calculus Optimization Perspective.mp4	MP4	9.31 MB
49.Lab 5 Solution Linear Regression the Calculus Optimization Perspective.mp4	MP4	32.89 MB

5.Tying it All Together Vector Calculus

50.Orthogonal Vectors and Linear Independence.mp4	MP4	110.44 MB
51.Application Orthogonal Vectors and Linear Independence.mp4	MP4	28.76 MB
52.Lab 1 Intro Orthogonal Vectors and Linear Independence.mp4	MP4	9.18 MB
53.Lab 1 Solution Orthogonal Vectors and Linear Independence.mp4	MP4	28.91 MB
54.Eigenvectors and Eigenvalues.mp4	MP4	40.42 MB
55.Application Eigenvectors and Eigenvalues.mp4	MP4	260.04 MB
56.Lab 2 Intro Eigenvectors and Eigenvalues.mp4	MP4	1.93 MB
57.Lab 2 Solution Eigenvectors and Eigenvalues.mp4	MP4	70.26 MB
58.Vectors Gradient Descent.mp4	MP4	106.13 MB
59.Application Vectors Gradient Descent.mp4	MP4	167.01 MB
60.Lab 3 Intro Vectors Gradient Descent.mp4	MP4	12.49 MB
61.Lab 3 Solution Vectors Gradient Descent.mp4	MP4	27.46 MB
62.Linear Regression the Gradient Descent Perspective.mp4	MP4	43.3 MB
63.Application Linear Regression the Gradient Descent Perspective.mp4	MP4	35.95 MB
64.Lab 4 Intro Linear Regression the Gradient Descent Perspective.mp4	MP4	12.37 MB
65.Lab 4 Solution Linear Regression the Gradient Descent Perspective.mp4	MP4	96.65 MB

Exercise Files

code_9781839210945.zip

ZIP

118.81 MB

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Packt | Mathematics for Data Science and Machine Learning using R [FCO]

Torrent Contents Size: 3.79 GB

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