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[ TutGator.com ] Udemy - Basic Numerical Methods - Numerical Analysis For M - C Learning
TORRENT SUMMARY
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Numerical Methods: Learn Basics of Numerical Analysis for Deep learning, Machine Learning , AI and Data Science
What you'll learn
Understand how Numerical Methods fits into the broader context of computer science
Develop a deep understanding of the concepts of numerical analysis
Learn how to interpret formulae and understand practical approach
Learn how to deal with common issues in numerical methods
Requirements
High school knowledge of Math and specially calculus
Description
Numerical methods play a critical role in machine learning, deep learning, artificial intelligence, and data science. These methods are essential for solving complex mathematical problems that are common in these fields.
One of the most important uses of numerical methods in these areas is in the optimization of machine learning models. Optimization is the process of finding the set of model parameters that minimize a given objective function. This process involves complex mathematical calculations that often require numerical methods such as gradient descent, Newton's method, and conjugate gradient methods.
Numerical methods are also used in the analysis of large datasets. Data scientists often encounter datasets that are too large to be processed using traditional methods. In these cases, numerical methods such as randomized linear algebra and Monte Carlo simulations can be used to efficiently process the data.
Another important use of numerical methods in these areas is in the simulation of complex systems. Simulations are used to model the behavior of complex systems such as weather patterns, financial markets, and biological systems. Numerical methods such as finite element methods, spectral methods, and stochastic simulations are essential for accurately simulating these systems.
Here , in this course you'll receive support through a Q&A section, and the course is continually updated based on student feedback, with plans to add new topics in the future.
So why wait? Enroll today and take the first step toward achieving your goals. With the right tools and support, you can make your dreams a reality and achieve the high score you deserve. Don't miss out on this opportunity to excel and boost your confidence.
Who this course is for
Deep learning, Machine Learning Artificial Intelligence and data science students and professional
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Introduction/1. Intoduction and The Forward Differences.mp4
155.2 MB
~Get Your Files Here !/1. Introduction/1. Intoduction and The Forward Differences.srt
5.8 KB
~Get Your Files Here !/1. Introduction/10. Illustration4.mp4
31.7 MB
~Get Your Files Here !/1. Introduction/10. Illustration4.srt
1.3 KB
~Get Your Files Here !/1. Introduction/11. Illustration5.mp4
100.5 MB
~Get Your Files Here !/1. Introduction/11. Illustration5.srt
4.6 KB
~Get Your Files Here !/1. Introduction/12. Illustration6.mp4
118.5 MB
~Get Your Files Here !/1. Introduction/12. Illustration6.srt
5.6 KB
~Get Your Files Here !/1. Introduction/2. Forward Difference Table.mp4
98.3 MB
~Get Your Files Here !/1. Introduction/2. Forward Difference Table.srt
4.2 KB
~Get Your Files Here !/1. Introduction/3. Illustration1.mp4
144.5 MB
~Get Your Files Here !/1. Introduction/3. Illustration1.srt
6.4 KB
~Get Your Files Here !/1. Introduction/4. The backward Differences.mp4
42.9 MB
~Get Your Files Here !/1. Introduction/4. The backward Differences.srt
1.5 KB
~Get Your Files Here !/1. Introduction/5. Illustration1.mp4
87 MB
~Get Your Files Here !/1. Introduction/5. Illustration1.srt
3.8 KB
~Get Your Files Here !/1. Introduction/6. Properties of Difference Operator.mp4
132.8 MB
~Get Your Files Here !/1. Introduction/6. Properties of Difference Operator.srt
5 KB
~Get Your Files Here !/1. Introduction/7. Illustration1.mp4
57.2 MB
~Get Your Files Here !/1. Introduction/7. Illustration1.srt
2.2 KB
~Get Your Files Here !/1. Introduction/8. Illustration2.mp4
72.9 MB
~Get Your Files Here !/1. Introduction/8. Illustration2.srt
3.3 KB
~Get Your Files Here !/1. Introduction/9. Illustration3.mp4
83.9 MB
~Get Your Files Here !/1. Introduction/9. Illustration3.srt
3.1 KB
~Get Your Files Here !/2. Interpolation with equal Intervals/1. Interpolation with equal Intervals Introduction.mp4
109.7 MB
~Get Your Files Here !/2. Interpolation with equal Intervals/1. Interpolation with equal Intervals Introduction.srt
4 KB
~Get Your Files Here !/2. Interpolation with equal Intervals/10. Newton Gregory Formula for backward Interpolation.mp4
81.5 MB
~Get Your Files Here !/2. Interpolation with equal Intervals/10. Newton Gregory Formula for backward Interpolation.srt
2.9 KB
~Get Your Files Here !/2. Interpolation with equal Intervals/11. Illustration1.mp4
180.7 MB
~Get Your Files Here !/2. Interpolation with equal Intervals/11. Illustration1.srt
6.5 KB
~Get Your Files Here !/2. Interpolation with equal Intervals/12. Illustration2.mp4
191.6 MB
~Get Your Files Here !/2. Interpolation with equal Intervals/12. Illustration2.srt
7.6 KB
~Get Your Files Here !/2. Interpolation with equal Intervals/2. Assumptions for methods of Interpolation.mp4
63.7 MB
~Get Your Files Here !/2. Interpolation with equal Intervals/2. Assumptions for methods of Interpolation.srt
2.2 KB
~Get Your Files Here !/2. Interpolation with equal Intervals/3. Various methods of Interpolation.mp4
228.7 MB
~Get Your Files Here !/2. Interpolation with equal Intervals/3. Various methods of Interpolation.srt
8.4 KB
~Get Your Files Here !/2. Interpolation with equal Intervals/4. Newton Gregory MethodFormula.mp4
149.3 MB
~Get Your Files Here !/2. Interpolation with equal Intervals/4. Newton Gregory MethodFormula.srt
5.8 KB
~Get Your Files Here !/2. Interpolation with equal Intervals/5. Illustration1.mp4
202.2 MB
~Get Your Files Here !/2. Interpolation with equal Intervals/5. Illustration1.srt
8 KB
~Get Your Files Here !/2. Interpolation with equal Intervals/6. Illustration2.mp4
158.1 MB
~Get Your Files Here !/2. Interpolation with equal Intervals/6. Illustration2.srt
5.9 KB
~Get Your Files Here !/2. Interpolation with equal Intervals/7. Corollary of Newton Gregory Formula.mp4
71.3 MB
~Get Your Files Here !/2. Interpolation with equal Intervals/7. Corollary of Newton Gregory Formula.srt
2.6 KB
~Get Your Files Here !/2. Interpolation with equal Intervals/8. Illustration1.mp4
65.6 MB
~Get Your Files Here !/2. Interpolation with equal Intervals/8. Illustration1.srt
3.2 KB
~Get Your Files Here !/2. Interpolation with equal Intervals/9. Illustration2.mp4
92.4 MB
~Get Your Files Here !/2. Interpolation with equal Intervals/9. Illustration2.srt
4.2 KB
~Get Your Files Here !/3. Interpolation with unequal Intervals/1. Introduction.mp4
70 MB
~Get Your Files Here !/3. Interpolation with unequal Intervals/1. Introduction.srt
2.8 KB
~Get Your Files Here !/3. Interpolation with unequal Intervals/2. Lagrange's Interpolation Formula.mp4
163.5 MB
~Get Your Files Here !/3. Interpolation with unequal Intervals/2. Lagrange's Interpolation Formula.srt
6.1 KB
~Get Your Files Here !/3. Interpolation with unequal Intervals/3. Illustration1.mp4
37.6 MB
~Get Your Files Here !/3. Interpolation with unequal Intervals/3. Illustration1.srt
9.1 KB
~Get Your Files Here !/3. Interpolation with unequal Intervals/4. Illustration2.mp4
24.2 MB
~Get Your Files Here !/3. Interpolation with unequal Intervals/4. Illustration2.srt
4.8 KB
~Get Your Files Here !/3. Interpolation with unequal Intervals/5. Illustration3.mp4
11.9 MB
~Get Your Files Here !/3. Interpolation with unequal Intervals/5. Illustration3.srt
2.6 KB
~Get Your Files Here !/3. Interpolation with unequal Intervals/6. Divided Difference Formula.mp4
75.3 MB
~Get Your Files Here !/3. Interpolation with unequal Intervals/6. Divided Difference Formula.srt
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