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Applied Math For Data Science
TORRENT SUMMARY
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With the availability of data, there is a growing demand for talent who can analyze and make sense of it. This makes practical math all the more important because it helps infer insights from data. However, mathematics comprises many topics, and it is hard to identify which ones are applicable and relevant for a data science career. Knowing these essential math topics is key to integrating knowledge across data science, statistics, and machine learning.
In this course, learners will delve into a carefully curated list of mathematical topics to jumpstart proficiency in areas of mathematics that they will be able to apply immediately. They will grasp the fundamentals of probability, statistics, hypothesis testing, linear algebra, linear regression, classification models, and practical calculus. Along the way they will integrate this knowledge into practical applications for real-world problems.
What you’ll learn and how you can apply it
Gain a fundamental grasp of calculus, linear algebra, probability, statistics, and supervised machine learning.
Apply mathematical fundamental principles in Python using standard mathematical libraries like NumPy and SymPy.
Integrate multiple applied mathematical disciplines like linear algebra and calculus to perform tasks like gradient descent.
This course is for you because…
You're a budding data science professional who wants to build foundational knowledge in essential math concepts and how they apply to probability, statistics, and machine learning.
You're a programmer using data science and machine learning libraries and want to understand the math and probability principles behind them.
You're managing a data science team and want to have a fundamental understanding of techniques used on the field.
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FILE LIST
Filename
Size
~Get Your Files Here !/Bonus Resources.txt
386 B
~Get Your Files Here !/Module 0 Course Introduction/001. Course Introduction en.srt
1.2 KB
~Get Your Files Here !/Module 0 Course Introduction/001. Course Introduction .mp4
14 MB
~Get Your Files Here !/Module 1 Calculus and Functions/001. Introduction to Module 1 en.srt
1.6 KB
~Get Your Files Here !/Module 1 Calculus and Functions/001. Introduction to Module 1.mp4
5.7 MB
~Get Your Files Here !/Module 1 Calculus and Functions/002. Mathematical Functions en.srt
25.1 KB
~Get Your Files Here !/Module 1 Calculus and Functions/002. Mathematical Functions.jpeg
159.7 KB
~Get Your Files Here !/Module 1 Calculus and Functions/002. Mathematical Functions.mp4
101.8 MB
~Get Your Files Here !/Module 1 Calculus and Functions/003. Exponential and Logarithmic Functions en.srt
11 KB
~Get Your Files Here !/Module 1 Calculus and Functions/003. Exponential and Logarithmic Functions.mp4
27.3 MB
~Get Your Files Here !/Module 1 Calculus and Functions/004. The Limit and the Derivative en.srt
29.1 KB
~Get Your Files Here !/Module 1 Calculus and Functions/004. The Limit and the Derivative.mp4
94 MB
~Get Your Files Here !/Module 1 Calculus and Functions/005. Integrals en.srt
5.9 KB
~Get Your Files Here !/Module 1 Calculus and Functions/005. Integrals.mp4
14.8 MB
~Get Your Files Here !/Module 2 Probability/001. Introduction to Module 2 en.srt
2.3 KB
~Get Your Files Here !/Module 2 Probability/001. Introduction to Module 2.mp4
6.1 MB
~Get Your Files Here !/Module 2 Probability/002. The Monty Hall Problem en.srt
7.3 KB
~Get Your Files Here !/Module 2 Probability/002. The Monty Hall Problem.mp4
21 MB
~Get Your Files Here !/Module 2 Probability/003. Probability Basics en.srt
24.9 KB
~Get Your Files Here !/Module 2 Probability/003. Probability Basics.mp4
104.9 MB
~Get Your Files Here !/Module 2 Probability/004. Bayes Theorem en.srt
11.7 KB
~Get Your Files Here !/Module 2 Probability/004. Bayes Theorem.mp4
40.7 MB
~Get Your Files Here !/Module 2 Probability/005. Binomial and Beta Distribution en.srt
13.7 KB
~Get Your Files Here !/Module 2 Probability/005. Binomial and Beta Distribution.mp4
41.8 MB
~Get Your Files Here !/Module 3 Statistics and Hypothesis Testing/001. Introduction to Module 3 en.srt
3 KB
~Get Your Files Here !/Module 3 Statistics and Hypothesis Testing/001. Introduction to Module 3.mp4
10.5 MB
~Get Your Files Here !/Module 3 Statistics and Hypothesis Testing/002. Descriptive Statistics en.srt
23.8 KB
~Get Your Files Here !/Module 3 Statistics and Hypothesis Testing/002. Descriptive Statistics.mp4
89 MB
~Get Your Files Here !/Module 3 Statistics and Hypothesis Testing/003. The Normal Distribution en.srt
14.5 KB
~Get Your Files Here !/Module 3 Statistics and Hypothesis Testing/003. The Normal Distribution.mp4
41.4 MB
~Get Your Files Here !/Module 3 Statistics and Hypothesis Testing/004. The Central Limit Theorem en.srt
5.5 KB
~Get Your Files Here !/Module 3 Statistics and Hypothesis Testing/004. The Central Limit Theorem.mp4
17.1 MB
~Get Your Files Here !/Module 3 Statistics and Hypothesis Testing/005. Z Scores and Confidence Intervals en.srt
8.3 KB
~Get Your Files Here !/Module 3 Statistics and Hypothesis Testing/005. Z Scores and Confidence Intervals.mp4
30.5 MB
~Get Your Files Here !/Module 3 Statistics and Hypothesis Testing/006. Hypothesis Testing en.srt
14.2 KB
~Get Your Files Here !/Module 3 Statistics and Hypothesis Testing/006. Hypothesis Testing.mp4
45.3 MB
~Get Your Files Here !/Module 4 Linear Algebra/001. Introduction to Module 4 en.srt
2.6 KB
~Get Your Files Here !/Module 4 Linear Algebra/001. Introduction to Module 4.mp4
9.7 MB
~Get Your Files Here !/Module 4 Linear Algebra/002. Vectors and Vector Operations en.srt
22.5 KB
~Get Your Files Here !/Module 4 Linear Algebra/002. Vectors and Vector Operations.mp4
58.8 MB
~Get Your Files Here !/Module 4 Linear Algebra/003. Transformations and Matrices en.srt
21.5 KB
~Get Your Files Here !/Module 4 Linear Algebra/003. Transformations and Matrices.mp4
65.4 MB
~Get Your Files Here !/Module 4 Linear Algebra/004. Transformations, Matrices, and Matrix Multiplication en.srt
6.3 KB
~Get Your Files Here !/Module 4 Linear Algebra/004. Transformations, Matrices, and Matrix Multiplication.mp4
18.4 MB
~Get Your Files Here !/Module 4 Linear Algebra/005. Systems of Linear Equations and Inverse Matrices en.srt
9.9 KB
~Get Your Files Here !/Module 4 Linear Algebra/005. Systems of Linear Equations and Inverse Matrices.mp4
26.9 MB
~Get Your Files Here !/Module 4 Linear Algebra/006. Matrix Decomposition en.srt
8.4 KB
~Get Your Files Here !/Module 4 Linear Algebra/006. Matrix Decomposition.mp4
27.6 MB
~Get Your Files Here !/Module 5 Linear Regression/001. Introduction to Module 5 en.srt
2.3 KB
~Get Your Files Here !/Module 5 Linear Regression/001. Introduction to Module 5.mp4
8.7 MB
~Get Your Files Here !/Module 5 Linear Regression/002. Simple Linear Regression en.srt
20.9 KB
~Get Your Files Here !/Module 5 Linear Regression/002. Simple Linear Regression.mp4
61.6 MB
~Get Your Files Here !/Module 5 Linear Regression/003. Multiple Linear Regression en.srt
5.5 KB
~Get Your Files Here !/Module 5 Linear Regression/003. Multiple Linear Regression.mp4
25.4 MB
~Get Your Files Here !/Module 5 Linear Regression/004. Fitting a Linear Regression en.srt
28.9 KB
~Get Your Files Here !/Module 5 Linear Regression/004. Fitting a Linear Regression.mp4
100.3 MB
~Get Your Files Here !/Module 5 Linear Regression/005. Overfitting, Variance, and RidgeLasso Regression en.srt
15.6 KB
~Get Your Files Here !/Module 5 Linear Regression/005. Overfitting, Variance, and RidgeLasso Regression.mp4
52 MB
~Get Your Files Here !/Module 5 Linear Regression/006. TrainTest Splits en.srt
9.3 KB
~Get Your Files Here !/Module 5 Linear Regression/006. TrainTest Splits.mp4
31.1 MB
~Get Your Files Here !/Module 5 Linear Regression/007. Performance Metrics en.srt
17.8 KB
~Get Your Files Here !/Module 5 Linear Regression/007. Performance Metrics.mp4
53.4 MB
~Get Your Files Here !/Module 6 Logistic Regression and Classification/001. Module 6 Introduction en.srt
971 B
~Get Your Files Here !/Module 6 Logistic Regression and Classification/001. Module 6 Introduction.mp4
3.7 MB
~Get Your Files Here !/Module 6 Logistic Regression and Classification/002. Logistic Regression Basics en.srt
13.3 KB
~Get Your Files Here !/Module 6 Logistic Regression and Classification/002. Logistic Regression Basics.mp4
44.4 MB
~Get Your Files Here !/Module 6 Logistic Regression and Classification/003. Fitting a Logistic Regression en.srt
20 KB
~Get Your Files Here !/Module 6 Logistic Regression and Classification/003. Fitting a Logistic Regression.mp4
69.3 MB
~Get Your Files Here !/Module 6 Logistic Regression and Classification/004. The Log-Odds en.srt
7.2 KB
~Get Your Files Here !/Module 6 Logistic Regression and Classification/004. The Log-Odds.mp4
21.1 MB
~Get Your Files Here !/Module 6 Logistic Regression and Classification/005. The R2 and P-Value en.srt
9.4 KB
~Get Your Files Here !/Module 6 Logistic Regression and Classification/005. The R2 and P-Value.mp4
27.9 MB
~Get Your Files Here !/Module 6 Logistic Regression and Classification/006. ROCAUC and Confusion Matrices en.srt
20.4 KB
~Get Your Files Here !/Module 6 Logistic Regression and Classification/006. ROCAUC and Confusion Matrices.mp4
