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Applied Math for Data Science

Applied Math for Data Science

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1.4 GB
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1
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0
Files
74
Category
Other
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Description
[ DevCourseWeb.com ] Applied Math for Data Science



If You Need More Stuff, kindly Visit and Support Us -->> https://DevCourseWeb.com







MP4 | Video: h264, yuv420p, 1920x1080 | Audio: aac, 44100 Hz | Duration: 5h 41m | 1.45 GB

Genre: eLearning | Language: English



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.



If You Need More Stuff, kindly Visit and Support Us -->> https://CourseWikia.com



Get More Tutorials and Support Us -->> https://FreeCourseWeb.com



We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...



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File list
  • Applied Math for Data Science
  • ~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 70.8 MB

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