FreeCourseSite com Udemy Mathematics Basics to Advanced for Data Science And GenAI

FreeCourseSite com Udemy Mathematics Basics to Advanced for Data Science And GenAI

Name	[FreeCourseSite.com] Udemy - Mathematics-Basics to Advanced for Data Science And GenAI	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	21.4 GB
Total Files	235
Last Seen	2025-04-10 01:36
Hash	79709B05134854864558B6691EF6A1050E7A4664

/0. Websites you may like/
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/1. Welcome To This Course/
1. What We are Going To Learn.mp4	107.6 MB
1.1 0-What We Will Learn.pdf	1.4 MB
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/10. Probability Distribution function And Types Of Distribution/
1. PDF,PMF,CDF.mp4	393.0 MB
1.1 2-finalpdf,pmf,cdf.pdf	2.4 MB
10. Power Law Distribution.mp4	159.7 MB
10.1 10-Power Law Distribution.pdf	1.3 MB
11. Pareto Distribution.mp4	115.9 MB
11.1 11-Pareto Distribution.pdf	1.3 MB
12. Central Limit Theorem.mp4	204.9 MB
12.1 12-Central Limit Theorem.pdf	1.4 MB
13. Estimates.mp4	139.3 MB
13.1 13-Estimates.pdf	720.1 KB
2. Types Of Probability Distribution.mp4	107.2 MB
3. Bernoulli Distribution.mp4	292.0 MB
3.1 3-Bernoulli Distribution.pdf	1.9 MB
4. Binomial Distribution.mp4	160.8 MB
4.1 4-Binomial Distribution.pdf	1.9 MB
5. Poisson Distribution.mp4	163.4 MB
5.1 5-Poisson Distribution.pdf	1.2 MB
6. Normal Gaussian Distribution.mp4	184.0 MB
6.1 6-Normal Guassian Distribution.pdf	1.4 MB
7. Standard Normal Distribution and Z score.mp4	311.4 MB
7.1 7-Standard Normal Distribution And Z score.pdf	1.2 MB
8. Uniform Distribution.mp4	168.3 MB
8.1 8-Uniform Distribution.pdf	2.0 MB
9. Log Normal Distribution.mp4	215.8 MB
9.1 9-Log Normal Distribution.pdf	1.4 MB
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/11. Inferential Calculus and Hypothesis Testing/
1. Hypothesis Testing And Its Mechanism.mp4	142.9 MB
1.1 1.0-Hypothesis Testing And Mechanism.pdf	1.4 MB
2. P value and Hypothesis Testing.mp4	250.6 MB
2.1 2.0-P value.pdf	1.3 MB
3. Z test And Hypothesis Testing.mp4	522.0 MB
3.1 3-Z test.pdf	2.8 MB
4. Student T Distribution.mp4	107.2 MB
4.1 4.0-sstudent t distribution.pdf	682.5 KB
5. T stats With t Test Hypothesis Testing.mp4	201.9 MB
5.1 5.0-T stats With t test hypothesis testing.mp4	477.3 MB
6. Z test vs T test.mp4	73.2 MB
6.1 6.0-ztestvsttest.pdf	575.7 KB
7. Type 1 and Type 2 Error.mp4	99.7 MB
7.1 7.0-type1 and type 2 error.pdf	684.2 KB
8. Baye's Theorem.mp4	195.7 MB
8.1 8.0-Bayes theorem.pdf	1.4 MB
9. Confidence Interval And Margin OF Error.mp4	170.5 MB
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/12. Chi Square Test With Solved Exmaples/
1. What is Chi Square Test.mp4	163.3 MB
2. Chi Square Goodness OF Fit.mp4	239.4 MB
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/13. Annova Test With Solved Examples/
1. What is Annova.mp4	100.4 MB
2. Assumptions Of Annova.mp4	97.3 MB
3. Types OF Annova.mp4	152.2 MB
4. Partioning OF Variance In Anova.mp4	482.8 MB
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/14. Differential Calculus/
1. What are Slopes and How To Calculate.mp4	290.5 MB
1.1 1-4- final derivatives.pdf	3.4 MB
2. Introduction To Derivatives.mp4	148.2 MB
3. Mathematical Notation Of Derivatives With Limits.mp4	169.9 MB
4. Finding a Derivative At a Point with Examples.mp4	138.0 MB
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/15. Power Rules And Derivative Rules/
1. Power Rules In Derivative.mp4	124.0 MB
1.1 5-8-Power law.pdf	3.1 MB
2. Derivative Rules- Constant,Sum,Difference And Scaler Multiplication.mp4	95.9 MB
3. Equation Of Tangent Of Polynomials.mp4	103.6 MB
4. Derivatives Of Trignometric,Logarithmic and Exponential Functions.mp4	82.1 MB
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/16. Product Rules In Derivative/
1. Product Rules In Derivative with Exmaples.mp4	33.3 MB
1.1 9-Product Rule.pdf	520.2 KB
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/17. Chain Rule Of Derivatives/
1. Chain Rule Of Derivatives.mp4	161.5 MB
2. Composition Of 3 or many functions.mp4	102.1 MB
3. Application Of Chain Rule Of Derivative.mp4	80.1 MB
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/18. Application Of Linear algebra,Stats And Differential Calculus In Data Science/
1. Main Aim Of This Section.mp4	47.8 MB
1.1 main aim.pdf	584.6 KB
2. Learning First ML Algorithm- Simple Linear Regression.mp4	128.9 MB
2.1 5-Final Conclusion.pdf	3.6 MB
3. Understanding Linear Regression Equations.mp4	176.2 MB
4. Cost Functions In Regression.mp4	408.7 MB
5. Convergence Algorithm.mp4	219.6 MB
5.1 5-Converge With derivatives.mp4	461.4 MB
6. Multiple Linear Regression.mp4	140.0 MB
6.1 6-Multiple Linear Regression.pdf	614.8 KB
7. Performance Metrics.mp4	352.5 MB
7.1 7-Performance Metrics.pdf	1.3 MB
8. Overfitiing and Underfitting.mp4	230.5 MB
8.1 8-Overfitting And Underfitting.pdf	1.3 MB
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/19. Application Of Linear Algebra In Dimensionality Reduction/
1. Curse Of Dimensionality.mp4	290.9 MB
1.1 PCA.pdf	6.4 MB
2. Feature Selection And Feature Extraction.mp4	368.1 MB
3. PCA Geometric Intuition.mp4	331.7 MB
4. PCA Maths Indepth Intuition.mp4	238.3 MB
5. Eigen Decomposition On Covariance Matrix.mp4	347.6 MB
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/2. Introduction To Linear Algebra/
1. Introduction.mp4	428.8 MB
1.1 1-Introduction To Linear algebra and Application.pdf	2.2 MB
2. Scalars And Vectors.mp4	413.4 MB
2.1 2-Scalar and Vectors.pdf	2.0 MB
3. Addition Of Vectors.mp4	218.4 MB
3.1 3-Vectors.pdf	5.9 MB
4. Multiplication Of Vectors.mp4	299.3 MB
5. Vector Databases- Examples Of Cosines similarity.mp4	68.6 MB
6. Vectors Multiplication-Element Wise Multiplication.mp4	93.6 MB
7. Vectors Multiplication-Scaler Multiplication.mp4	72.4 MB
8. Introduction To Matrices And Application.mp4	246.8 MB
8.1 8to9-Matrix Final.pdf	3.4 MB
9. Matrices Operation.mp4	255.8 MB
9.1 8to9-Matrix Final.pdf	3.4 MB
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/20. Application Of Derivatives In Deep Learning Neural Network/
1. What is Perceptron And It's Working.mp4	362.2 MB
1.1 1-4 Deep learnng.pdf	3.3 MB
2. Advantages and Disadvantages Of Perceptron.mp4	134.1 MB
3. Artificial Neural Network And Its Working.mp4	416.4 MB
3.1 5-8 Deep LEarning.pdf	4.4 MB
4. Back Propogation Weight Updation Using Derivatives.mp4	387.8 MB
5. Chain Rule Of Derivatives During Back Propogation.mp4	213.9 MB
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/3. Introduction To Functions And Transformation/
1. Introduction To Function And Linear Transformation.mp4	132.6 MB
1.1 10-14 final trnasformation.pdf	6.6 MB
2. Vector Transformations.mp4	207.9 MB
3. Linear Transformation.mp4	305.4 MB
4. Why Linear Transformation.mp4	92.5 MB
5. Linear Transformation Visualization.mp4	113.2 MB
5.1 Visualization.html	0.1 KB
6. Vector Length And Vector Unit.mp4	129.1 MB
6.1 15-Vector LEngth and Unit Vectors.pdf	1.2 MB
7. Introduction To Projection.mp4	215.5 MB
7.1 15.1-Projection of vector on a line.pdf	1.4 MB
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/4. Inverse Functions Or Transformation/
1. Inversion Functions.mp4	311.1 MB
1.1 16-18- Inverse function.pdf	6.1 MB
2. Applications of Function And Inverse Function.mp4	295.2 MB
3. How to find Inverse Of A Matrix.mp4	182.7 MB
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/5. Eigen Vectors And Eigen Values/
1. All You need to know about Eigen Values And Eigen Vectors.mp4	324.2 MB
1.1 19-eigen Vector And Eigen Value.pdf	1.9 MB
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/6. Equation Of a Line,Plane,Hyperplane/
1. Equation OF a Line,Plane And Hyperplane.mp4	283.2 MB
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/7. Introduction To Statistics/
1. Introduction To Statistics.mp4	125.2 MB
1.1 1-6-Stats.pdf	7.2 MB
2. Types Of Statistics.mp4	158.7 MB
3. Population And Sample Data.mp4	218.4 MB
4. Types Of Sampling.mp4	220.0 MB
5. Types Of Data.mp4	111.7 MB
6. Scales OF Measurement Of Data.mp4	264.8 MB
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/8. Descriptive Statistics/
1. Measure Of Central Tendency.mp4	290.7 MB
1.1 1-Measure Of Central Tendency.pdf	2.1 MB
2. Measure Of Dispersion.mp4	271.6 MB
2.1 2-Measure Of Dispersion.pdf	2.2 MB
3. Why Sample Variance is Divided By N-1.mp4	157.6 MB
3.1 3-Sample Varianhce.png	673.3 KB
4. Random Variables.mp4	165.8 MB
4.1 4-Random variable.pdf	1.1 MB
5. Percentile And Quartiles.mp4	216.7 MB
5.1 5-Percentiles And Quartiles.pdf	1.1 MB
6. 5 Number Summary.mp4	195.0 MB
6.1 6-5 number summary.pdf	734.7 KB
7. Histogram And Skewness.mp4	284.3 MB
7.1 7-Histogram And skewness.pdf	1.4 MB
8. Correlation And Covariance.mp4	458.9 MB
8.1 8-Correlation And Coefficient.pdf	2.8 MB
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/9. Introduction To Probability/
1. Addition Rule In Probability.mp4	258.3 MB
1.1 13-Probability Addition rule.pdf	1.3 MB
2. Multiplication Rule In Probability.mp4	177.2 MB
2.1 14- Probability Multiplication Rule.pdf	2.1 MB
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Total files 235