FreeCoursesOnline Me PacktPub Mathematics for Data Science and Machine Learning using Video

FreeCoursesOnline Me PacktPub Mathematics for Data Science and Machine Learning using Video

Name	[FreeCoursesOnline.Me] PacktPub -Mathematics for Data Science and Machine Learning using R [Video]	DOWNLOAD Copy Link
Total Size	4.1 GB
Total Files	72
Last Seen	2025-02-19 23:27
Hash	A8212B8DD6D6A2E73A5034BEF7C499DCB4941554

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/1.Introduction/
01.Intro.mp4	12.7 MB
/2.Overview of R/
02.Introduction.mp4	11.5 MB
03.Overview of R Workspace & Basic Commands.mp4	374.4 MB
04.LAB 1 Intro.mp4	28.0 MB
05.LAB 1 Solution.mp4	205.1 MB
/3.Linear Algebra/
06.Scalars Vectors and Matrices.mp4	96.0 MB
07.Application Scalars Vectors and Matrices.mp4	97.2 MB
08.LAB 1 Intro Scalars Vectors and Matrices.mp4	5.5 MB
09.LAB 1 Solution Scalars Vectors and Matrices.mp4	71.5 MB
10.Vector Operations.mp4	33.5 MB
11.Application Vector Operations.mp4	138.0 MB
12.LAB 2 Intro Vector Operations.mp4	6.0 MB
13.LAB 2 Solution Vector Operations.mp4	71.5 MB
14.Matrix Operations Addition Subtraction Multiplication.mp4	51.0 MB
15.Application Matrix Operations Addition Subtraction Multiplication.mp4	56.1 MB
16.LAB 3 Intro Matrix Operations Addition Subtraction Multiplication.mp4	3.8 MB
17.LAB 3 Solution Matrix Operations Addition Subtraction Multiplication.mp4	22.1 MB
18.Matrix Operations Transposes and Inverses.mp4	33.5 MB
19.Application Matrix Operations Transposes and Inverses.mp4	63.5 MB
20.LAB 4 Intro Matrix Operations Transposes and Inverses.mp4	2.9 MB
21.LAB 4 Solution Matrix Operations Transposes and Inverses.mp4	17.3 MB
22.What is Linear Regression.mp4	46.7 MB
23.Application What is Linear Regression.mp4	184.0 MB
24.LAB 5 Intro What is Linear Regression.mp4	11.3 MB
25.Lab 5 Solution What is Linear Regression.mp4	64.0 MB
26.Matrix Representation of Linear Regression.mp4	21.7 MB
27.Application Matrix Representation of Linear Regression.mp4	81.7 MB
28.Lab 6 Intro Matrix Representation of Linear Regression.mp4	12.3 MB
29.Lab 6 Solution Matrix Representation of Linear Regression.mp4	59.9 MB
/4.Section Calculus/
30.Functions and Tangent Lines.mp4	141.4 MB
31.Application Functions and Tangent Lines.mp4	64.6 MB
32.Lab 1 Intro Functions and Tangent Lines.mp4	4.4 MB
33.Lab 1 Solution Functions and Tangent Lines.mp4	47.3 MB
34.Derivatives.mp4	29.9 MB
35.Application Derivatives.mp4	113.0 MB
36.Lab 2 Intro Derivatives.mp4	7.3 MB
37.Lab 2 Solution Derivatives.mp4	87.6 MB
38.Optimization Using Derivatives Single Variable Functions.mp4	43.3 MB
39.Application Optimization Using Derivatives Single Variable.mp4	55.5 MB
40.Intro Optimization Using Derivatives Single Variable Function.mp4	4.7 MB
41.Lab 3 Solution Optimization Using Derivatives Single Variable Function.mp4	53.4 MB
42.Optimization Using Derivatives Two Variable Functions.mp4	42.2 MB
43.Application Optimization Using Derivatives Two Variable Function.mp4	86.8 MB
44.Lab 4 Intro Optimization Using Derivatives Two Variable Functions.mp4	8.2 MB
45.Lab 4 Solution Optimization Using Derivatives Two Variable Function.mp4	26.2 MB
46.Linear Regression the Calculus Optimization Perspective.mp4	64.6 MB
47.Application Linear Regression the Calculus Optimization Perspective.mp4	37.7 MB
48.Lab 5 Intro Linear Regression the Calculus Optimization Perspective.mp4	9.8 MB
49.Lab 5 Solution Linear Regression the Calculus Optimization Perspective.mp4	34.5 MB
/5.Tying it All Together Vector Calculus/
50.Orthogonal Vectors and Linear Independence.mp4	115.8 MB
51.Application Orthogonal Vectors and Linear Independence.mp4	30.2 MB
52.Lab 1 Intro Orthogonal Vectors and Linear Independence.mp4	9.6 MB
53.Lab 1 Solution Orthogonal Vectors and Linear Independence.mp4	30.3 MB
54.Eigenvectors and Eigenvalues.mp4	42.4 MB
55.Application Eigenvectors and Eigenvalues.mp4	272.7 MB
56.Lab 2 Intro Eigenvectors and Eigenvalues.mp4	2.0 MB
57.Lab 2 Solution Eigenvectors and Eigenvalues.mp4	73.7 MB
58.Vectors Gradient Descent.mp4	111.3 MB
59.Application Vectors Gradient Descent.mp4	175.1 MB
60.Lab 3 Intro Vectors Gradient Descent.mp4	13.1 MB
61.Lab 3 Solution Vectors Gradient Descent.mp4	28.8 MB
62.Linear Regression the Gradient Descent Perspective.mp4	45.4 MB
63.Application Linear Regression the Gradient Descent Perspective.mp4	37.7 MB
64.Lab 4 Intro Linear Regression the Gradient Descent Perspective.mp4	13.0 MB
65.Lab 4 Solution Linear Regression the Gradient Descent Perspective.mp4	101.3 MB
/Exercise Files/
code_9781839210945.zip	124.6 MB
Total files 72