Download Udemy - Machine Learning A-Z™ Hands-On Python & R In Data Science Torrent

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Udemy - Machine Learning A-Z™ Hands-On Python & R In Data Science

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1. Welcome to the course!

1. Applications of Machine Learning.mp4	MP4	7.99 MB
1. Applications of Machine Learning.srt	SRT	5.3 KB
10. Installing R and R Studio (Mac, Linux & Windows).mp4	MP4	17.56 MB
10. Installing R and R Studio (Mac, Linux & Windows).srt	SRT	9.15 KB
11. BONUS Meet your instructors.html	HTML	1.04 KB
12. Some Additional Resources.html	HTML	551 B
13. FAQBot!.html	HTML	1.76 KB
2. BONUS Learning Paths.html	HTML	2.37 KB
3. Why Machine Learning is the Future.mp4	MP4	12.81 MB
3. Why Machine Learning is the Future.srt	SRT	9.23 KB
4. Important notes, tips & tricks for this course.html	HTML	3.24 KB
5. This PDF resource will help you a lot.html	HTML	1.49 KB
5.1 Machine_Learning_A_Z_Q_A.pdf.pdf	PDF	2.26 MB
6. The whole code folder of the course.html	HTML	1.02 KB
6.1 Machine_Learning_A-Z_New.zip.zip	ZIP	228.44 MB
7. Updates on Udemy Reviews.mp4	MP4	52.91 MB
7. Updates on Udemy Reviews.srt	SRT	4.04 KB
8. Installing Python and Anaconda (Mac, Linux & Windows).mp4	MP4	19.52 MB
8. Installing Python and Anaconda (Mac, Linux & Windows).srt	SRT	12.3 KB
9. Update Recommended Anaconda Version.html	HTML	1.32 KB

10. Evaluating Regression Models Performance

1. R-Squared Intuition.mp4	MP4	8.85 MB
1. R-Squared Intuition.srt	SRT	7.17 KB
2. Adjusted R-Squared Intuition.mp4	MP4	19.28 MB
2. Adjusted R-Squared Intuition.srt	SRT	14.45 KB
3. Evaluating Regression Models Performance - Homework's Final Part.mp4	MP4	21.9 MB
3. Evaluating Regression Models Performance - Homework's Final Part.srt	SRT	12.93 KB
4. Interpreting Linear Regression Coefficients.mp4	MP4	24.21 MB
4. Interpreting Linear Regression Coefficients.srt	SRT	13.32 KB
5. Conclusion of Part 2 - Regression.html	HTML	2.91 KB

11. -------------------- Part 3 Classification --------------------

1. Welcome to Part 3 - Classification.html

HTML

831 B

12. Logistic Regression

1. Logistic Regression Intuition.mp4	MP4	29.18 MB
1. Logistic Regression Intuition.srt	SRT	23.94 KB
10. Logistic Regression in R - Step 2.mp4	MP4	7.85 MB
10. Logistic Regression in R - Step 2.srt	SRT	4.35 KB
11. Logistic Regression in R - Step 3.mp4	MP4	14.6 MB
11. Logistic Regression in R - Step 3.srt	SRT	7.42 KB
12. Logistic Regression in R - Step 4.mp4	MP4	6.9 MB
12. Logistic Regression in R - Step 4.srt	SRT	3.98 KB
13. Logistic Regression in R - Step 5.mp4	MP4	51.68 MB
13. Logistic Regression in R - Step 5.srt	SRT	29.1 KB
14. R Classification Template.mp4	MP4	12.47 MB
14. R Classification Template.srt	SRT	6.7 KB
15. Logistic Regression.html	HTML	125 B
2. How to get the dataset.mp4	MP4	11.71 MB
2. How to get the dataset.srt	SRT	4.76 KB
3. Logistic Regression in Python - Step 1.mp4	MP4	12.94 MB
3. Logistic Regression in Python - Step 1.srt	SRT	8.76 KB
4. Logistic Regression in Python - Step 2.mp4	MP4	8.24 MB
4. Logistic Regression in Python - Step 2.srt	SRT	4.92 KB
5. Logistic Regression in Python - Step 3.mp4	MP4	5.97 MB
5. Logistic Regression in Python - Step 3.srt	SRT	4.1 KB
6. Logistic Regression in Python - Step 4.mp4	MP4	10.37 MB
6. Logistic Regression in Python - Step 4.srt	SRT	7.16 KB
7. Logistic Regression in Python - Step 5.mp4	MP4	42.55 MB
7. Logistic Regression in Python - Step 5.srt	SRT	29.7 KB
8. Python Classification Template.mp4	MP4	12.07 MB
8. Python Classification Template.srt	SRT	6.07 KB
9. Logistic Regression in R - Step 1.mp4	MP4	12.59 MB
9. Logistic Regression in R - Step 1.srt	SRT	8.92 KB

13. K-Nearest Neighbors (K-NN)

1. K-Nearest Neighbor Intuition.mp4	MP4	9.27 MB
1. K-Nearest Neighbor Intuition.srt	SRT	8.04 KB
2. How to get the dataset.mp4	MP4	11.72 MB
2. How to get the dataset.srt	SRT	4.76 KB
3. K-NN in Python.mp4	MP4	35.22 MB
3. K-NN in Python.srt	SRT	21.23 KB
4. K-NN in R.mp4	MP4	41.37 MB
4. K-NN in R.srt	SRT	23.37 KB
5. K-Nearest Neighbor.html	HTML	125 B

14. Support Vector Machine (SVM)

1. SVM Intuition.mp4	MP4	18.01 MB
1. SVM Intuition.srt	SRT	15.72 KB
2. How to get the dataset.mp4	MP4	11.71 MB
2. How to get the dataset.srt	SRT	4.76 KB
3. SVM in Python.mp4	MP4	31.17 MB
3. SVM in Python.srt	SRT	19.15 KB
4. SVM in R.mp4	MP4	32.26 MB
4. SVM in R.srt	SRT	18.4 KB
4.1 SVM.zip.zip	ZIP	8.27 KB

15. Kernel SVM

1. Kernel SVM Intuition.mp4	MP4	5.79 MB
1. Kernel SVM Intuition.srt	SRT	4.41 KB
2. Mapping to a higher dimension.mp4	MP4	13.75 MB
2. Mapping to a higher dimension.srt	SRT	10.54 KB
3. The Kernel Trick.mp4	MP4	29.28 MB
3. The Kernel Trick.srt	SRT	16.52 KB
4. Types of Kernel Functions.mp4	MP4	12.3 MB
4. Types of Kernel Functions.srt	SRT	4.94 KB
5. How to get the dataset.mp4	MP4	11.71 MB
5. How to get the dataset.srt	SRT	4.76 KB
6. Kernel SVM in Python.mp4	MP4	41.62 MB
6. Kernel SVM in Python.srt	SRT	28.24 KB
7. Kernel SVM in R.mp4	MP4	40.45 MB
7. Kernel SVM in R.srt	SRT	25.44 KB

16. Naive Bayes

1. Bayes Theorem.mp4	MP4	43.9 MB
1. Bayes Theorem.srt	SRT	34.45 KB
2. Naive Bayes Intuition.mp4	MP4	27.8 MB
2. Naive Bayes Intuition.srt	SRT	23.34 KB
3. Naive Bayes Intuition (Challenge Reveal).mp4	MP4	13.28 MB
3. Naive Bayes Intuition (Challenge Reveal).srt	SRT	9.5 KB
4. Naive Bayes Intuition (Extras).mp4	MP4	18.95 MB
4. Naive Bayes Intuition (Extras).srt	SRT	15.93 KB
5. How to get the dataset.mp4	MP4	11.71 MB
5. How to get the dataset.srt	SRT	4.76 KB
6. Naive Bayes in Python.mp4	MP4	23.38 MB
6. Naive Bayes in Python.srt	SRT	13.75 KB
7. Naive Bayes in R.mp4	MP4	37.31 MB
7. Naive Bayes in R.srt	SRT	21.9 KB

17. Decision Tree Classification

1. Decision Tree Classification Intuition.mp4	MP4	18.79 MB
1. Decision Tree Classification Intuition.srt	SRT	12.87 KB
2. How to get the dataset.mp4	MP4	11.71 MB
2. How to get the dataset.srt	SRT	4.76 KB
3. Decision Tree Classification in Python.mp4	MP4	29.81 MB
3. Decision Tree Classification in Python.srt	SRT	19.43 KB
4. Decision Tree Classification in R.mp4	MP4	51.18 MB
4. Decision Tree Classification in R.srt	SRT	29.14 KB

18. Random Forest Classification

1. Random Forest Classification Intuition.mp4	MP4	19.43 MB
1. Random Forest Classification Intuition.srt	SRT	7.05 KB
2. How to get the dataset.mp4	MP4	11.71 MB
2. How to get the dataset.srt	SRT	4.76 KB
3. Random Forest Classification in Python.mp4	MP4	47.16 MB
3. Random Forest Classification in Python.srt	SRT	30.73 KB
4. Random Forest Classification in R.mp4	MP4	49.39 MB
4. Random Forest Classification in R.srt	SRT	32.4 KB

19. Evaluating Classification Models Performance

1. False Positives & False Negatives.mp4	MP4	13.65 MB
1. False Positives & False Negatives.srt	SRT	11.29 KB
2. Confusion Matrix.mp4	MP4	8.22 MB
2. Confusion Matrix.srt	SRT	7.51 KB
3. Accuracy Paradox.mp4	MP4	3.8 MB
3. Accuracy Paradox.srt	SRT	3.24 KB
4. CAP Curve.mp4	MP4	18.68 MB
4. CAP Curve.srt	SRT	16.18 KB
5. CAP Curve Analysis.mp4	MP4	11.52 MB
5. CAP Curve Analysis.srt	SRT	9.24 KB
6. Conclusion of Part 3 - Classification.html	HTML	3.47 KB

2. -------------------- Part 1 Data Preprocessing --------------------

1. Welcome to Part 1 - Data Preprocessing.mp4	MP4	2.98 MB
1. Welcome to Part 1 - Data Preprocessing.srt	SRT	2.52 KB
10. Feature Scaling.mp4	MP4	34.63 MB
10. Feature Scaling.srt	SRT	23.47 KB
11. And here is our Data Preprocessing Template!.mp4	MP4	19.67 MB
11. And here is our Data Preprocessing Template!.srt	SRT	14.15 KB
12. Data Preprocessing.html	HTML	125 B
2. Get the dataset.mp4	MP4	21.16 MB
2. Get the dataset.srt	SRT	10.69 KB
3. Importing the Libraries.mp4	MP4	11.07 MB
3. Importing the Libraries.srt	SRT	8.06 KB
4. Importing the Dataset.mp4	MP4	23.32 MB
4. Importing the Dataset.srt	SRT	18.66 KB
5. For Python learners, summary of Object-oriented programming classes & objects.html	HTML	1.58 KB
6. Missing Data.mp4	MP4	32.17 MB
6. Missing Data.srt	SRT	22.67 KB
7. Categorical Data.mp4	MP4	40.79 MB
7. Categorical Data.srt	SRT	27.01 KB
8. WARNING - Update.html	HTML	2.86 KB
9. Splitting the Dataset into the Training set and Test set.mp4	MP4	39.04 MB
9. Splitting the Dataset into the Training set and Test set.srt	SRT	26.91 KB

20. -------------------- Part 4 Clustering --------------------

1. Welcome to Part 4 - Clustering.html

HTML

734 B

21. K-Means Clustering

1. K-Means Clustering Intuition.mp4	MP4	26.86 MB
1. K-Means Clustering Intuition.srt	SRT	23.34 KB
2. K-Means Random Initialization Trap.mp4	MP4	15.36 MB
2. K-Means Random Initialization Trap.srt	SRT	12.95 KB
3. K-Means Selecting The Number Of Clusters.mp4	MP4	23.14 MB
3. K-Means Selecting The Number Of Clusters.srt	SRT	18.46 KB
4. How to get the dataset.mp4	MP4	11.71 MB
4. How to get the dataset.srt	SRT	4.76 KB
5. K-Means Clustering in Python.mp4	MP4	39.77 MB
5. K-Means Clustering in Python.srt	SRT	28.23 KB
6. K-Means Clustering in R.mp4	MP4	28.99 MB
6. K-Means Clustering in R.srt	SRT	19.44 KB
7. K-Means Clustering.html	HTML	125 B

22. Hierarchical Clustering

1. Hierarchical Clustering Intuition.mp4	MP4	16.52 MB
1. Hierarchical Clustering Intuition.srt	SRT	14.59 KB
10. HC in R - Step 1.mp4	MP4	7.38 MB
10. HC in R - Step 1.srt	SRT	6.35 KB
11. HC in R - Step 2.mp4	MP4	11.15 MB
11. HC in R - Step 2.srt	SRT	8.14 KB
12. HC in R - Step 3.mp4	MP4	7.81 MB
12. HC in R - Step 3.srt	SRT	4.73 KB
13. HC in R - Step 4.mp4	MP4	7.45 MB
13. HC in R - Step 4.srt	SRT	3.83 KB
14. HC in R - Step 5.mp4	MP4	6.88 MB
14. HC in R - Step 5.srt	SRT	4.03 KB
15. Hierarchical Clustering.html	HTML	125 B
16. Conclusion of Part 4 - Clustering.html	HTML	516 B
16.1 Clustering-Pros-Cons.pdf.pdf	PDF	25.76 KB
2. Hierarchical Clustering How Dendrograms Work.mp4	MP4	17.46 MB
2. Hierarchical Clustering How Dendrograms Work.srt	SRT	14.35 KB
3. Hierarchical Clustering Using Dendrograms.mp4	MP4	22.82 MB
3. Hierarchical Clustering Using Dendrograms.srt	SRT	17.6 KB
4. How to get the dataset.mp4	MP4	11.71 MB
4. How to get the dataset.srt	SRT	4.76 KB
5. HC in Python - Step 1.mp4	MP4	10.72 MB
5. HC in Python - Step 1.srt	SRT	7.59 KB
6. HC in Python - Step 2.mp4	MP4	12.65 MB
6. HC in Python - Step 2.srt	SRT	9.51 KB
7. HC in Python - Step 3.mp4	MP4	12.31 MB
7. HC in Python - Step 3.srt	SRT	7.72 KB
8. HC in Python - Step 4.mp4	MP4	12.03 MB
8. HC in Python - Step 4.srt	SRT	6.46 KB
9. HC in Python - Step 5.mp4	MP4	8.39 MB
9. HC in Python - Step 5.srt	SRT	6.79 KB

23. -------------------- Part 5 Association Rule Learning --------------------

1. Welcome to Part 5 - Association Rule Learning.html

HTML

425 B

24. Apriori

1. Apriori Intuition.mp4	MP4	35.02 MB
1. Apriori Intuition.srt	SRT	25.91 KB
2. How to get the dataset.mp4	MP4	11.71 MB
2. How to get the dataset.srt	SRT	4.76 KB
3. Apriori in R - Step 1.mp4	MP4	42.87 MB
3. Apriori in R - Step 1.srt	SRT	31.05 KB
4. Apriori in R - Step 2.mp4	MP4	30.51 MB
4. Apriori in R - Step 2.srt	SRT	23.02 KB
5. Apriori in R - Step 3.mp4	MP4	43.84 MB
5. Apriori in R - Step 3.srt	SRT	31.16 KB
6. Apriori in Python - Step 1.mp4	MP4	37.98 MB
6. Apriori in Python - Step 1.srt	SRT	27.96 KB
7. Apriori in Python - Step 2.mp4	MP4	29.52 MB
7. Apriori in Python - Step 2.srt	SRT	22.53 KB
8. Apriori in Python - Step 3.mp4	MP4	26.96 MB
8. Apriori in Python - Step 3.srt	SRT	19.6 KB

25. Eclat

1. Eclat Intuition.mp4	MP4	10.65 MB
1. Eclat Intuition.srt	SRT	8.1 KB
2. How to get the dataset.mp4	MP4	11.71 MB
2. How to get the dataset.srt	SRT	4.76 KB
3. Eclat in R.mp4	MP4	20.68 MB
3. Eclat in R.srt	SRT	15.79 KB
3.1 Eclat.zip.zip	ZIP	48.54 KB

26. -------------------- Part 6 Reinforcement Learning --------------------

1. Welcome to Part 6 - Reinforcement Learning.html

HTML

804 B

27. Upper Confidence Bound (UCB)

1. The Multi-Armed Bandit Problem.mp4	MP4	30.19 MB
1. The Multi-Armed Bandit Problem.srt	SRT	22.27 KB
10. Upper Confidence Bound in R - Step 3.mp4	MP4	47.2 MB
10. Upper Confidence Bound in R - Step 3.srt	SRT	25.32 KB
11. Upper Confidence Bound in R - Step 4.mp4	MP4	7.4 MB
11. Upper Confidence Bound in R - Step 4.srt	SRT	4.41 KB
2. Upper Confidence Bound (UCB) Intuition.mp4	MP4	29.32 MB
2. Upper Confidence Bound (UCB) Intuition.srt	SRT	21.92 KB
3. How to get the dataset.mp4	MP4	11.71 MB
3. How to get the dataset.srt	SRT	4.76 KB
4. Upper Confidence Bound in Python - Step 1.mp4	MP4	31.54 MB
4. Upper Confidence Bound in Python - Step 1.srt	SRT	21.86 KB
5. Upper Confidence Bound in Python - Step 2.mp4	MP4	35.44 MB
5. Upper Confidence Bound in Python - Step 2.srt	SRT	25.26 KB
6. Upper Confidence Bound in Python - Step 3.mp4	MP4	41.11 MB
6. Upper Confidence Bound in Python - Step 3.srt	SRT	26.94 KB
7. Upper Confidence Bound in Python - Step 4.mp4	MP4	9.13 MB
7. Upper Confidence Bound in Python - Step 4.srt	SRT	4.99 KB
8. Upper Confidence Bound in R - Step 1.mp4	MP4	28.05 MB
8. Upper Confidence Bound in R - Step 1.srt	SRT	20.54 KB
9. Upper Confidence Bound in R - Step 2.mp4	MP4	29.01 MB
9. Upper Confidence Bound in R - Step 2.srt	SRT	22.17 KB

28. Thompson Sampling

1. Thompson Sampling Intuition.mp4	MP4	37.27 MB
1. Thompson Sampling Intuition.srt	SRT	27.53 KB
2. Algorithm Comparison UCB vs Thompson Sampling.mp4	MP4	14.09 MB
2. Algorithm Comparison UCB vs Thompson Sampling.srt	SRT	11.14 KB
3. How to get the dataset.mp4	MP4	11.71 MB
3. How to get the dataset.srt	SRT	4.76 KB
4. Thompson Sampling in Python - Step 1.mp4	MP4	43.13 MB
4. Thompson Sampling in Python - Step 1.srt	SRT	28.88 KB
5. Thompson Sampling in Python - Step 2.mp4	MP4	8.41 MB
5. Thompson Sampling in Python - Step 2.srt	SRT	5.8 KB
6. Thompson Sampling in R - Step 1.mp4	MP4	40.93 MB
6. Thompson Sampling in R - Step 1.srt	SRT	27.86 KB
7. Thompson Sampling in R - Step 2.mp4	MP4	7.47 MB
7. Thompson Sampling in R - Step 2.srt	SRT	5.29 KB

29. -------------------- Part 7 Natural Language Processing --------------------

1. Welcome to Part 7 - Natural Language Processing.html	HTML	1.69 KB
10. Natural Language Processing in Python - Step 7.mp4	MP4	17.1 MB
10. Natural Language Processing in Python - Step 7.srt	SRT	9.8 KB
11. Natural Language Processing in Python - Step 8.mp4	MP4	39.48 MB
11. Natural Language Processing in Python - Step 8.srt	SRT	23.79 KB
12. Natural Language Processing in Python - Step 9.mp4	MP4	14.02 MB
12. Natural Language Processing in Python - Step 9.srt	SRT	8.25 KB
13. Natural Language Processing in Python - Step 10.mp4	MP4	24.13 MB
13. Natural Language Processing in Python - Step 10.srt	SRT	14.38 KB
14. Homework Challenge.html	HTML	1.37 KB
15. Natural Language Processing in R - Step 1.mp4	MP4	40.37 MB
15. Natural Language Processing in R - Step 1.srt	SRT	24 KB
16. Natural Language Processing in R - Step 2.mp4	MP4	17.47 MB
16. Natural Language Processing in R - Step 2.srt	SRT	12.88 KB
17. Natural Language Processing in R - Step 3.mp4	MP4	13.52 MB
17. Natural Language Processing in R - Step 3.srt	SRT	10.12 KB
18. Natural Language Processing in R - Step 4.mp4	MP4	6.5 MB
18. Natural Language Processing in R - Step 4.srt	SRT	4.66 KB
19. Natural Language Processing in R - Step 5.mp4	MP4	4.57 MB
19. Natural Language Processing in R - Step 5.srt	SRT	3.25 KB
2. Natural Language Processing Intuition.mp4	MP4	29.69 MB
2. Natural Language Processing Intuition.srt	SRT	7.07 KB
20. Natural Language Processing in R - Step 6.mp4	MP4	12.74 MB
20. Natural Language Processing in R - Step 6.srt	SRT	8.35 KB
21. Natural Language Processing in R - Step 7.mp4	MP4	7.52 MB
21. Natural Language Processing in R - Step 7.srt	SRT	5.59 KB
22. Natural Language Processing in R - Step 8.mp4	MP4	13.27 MB
22. Natural Language Processing in R - Step 8.srt	SRT	8.01 KB
23. Natural Language Processing in R - Step 9.mp4	MP4	29 MB
23. Natural Language Processing in R - Step 9.srt	SRT	19.6 KB
24. Natural Language Processing in R - Step 10.mp4	MP4	41.19 MB
24. Natural Language Processing in R - Step 10.srt	SRT	26.29 KB
25. Homework Challenge.html	HTML	1.4 KB
3. How to get the dataset.mp4	MP4	11.71 MB
3. How to get the dataset.srt	SRT	4.76 KB
4. Natural Language Processing in Python - Step 1.mp4	MP4	35.2 MB
4. Natural Language Processing in Python - Step 1.srt	SRT	18.33 KB
5. Natural Language Processing in Python - Step 2.mp4	MP4	21.96 MB
5. Natural Language Processing in Python - Step 2.srt	SRT	15.79 KB
6. Natural Language Processing in Python - Step 3.mp4	MP4	3.38 MB
6. Natural Language Processing in Python - Step 3.srt	SRT	2.6 KB
7. Natural Language Processing in Python - Step 4.mp4	MP4	24.01 MB
7. Natural Language Processing in Python - Step 4.srt	SRT	17.48 KB
8. Natural Language Processing in Python - Step 5.mp4	MP4	14.9 MB
8. Natural Language Processing in Python - Step 5.srt	SRT	10.66 KB
9. Natural Language Processing in Python - Step 6.mp4	MP4	6.49 MB
9. Natural Language Processing in Python - Step 6.srt	SRT	4.39 KB

3. -------------------- Part 2 Regression --------------------

1. Welcome to Part 2 - Regression.html

HTML

875 B

30. -------------------- Part 8 Deep Learning --------------------

1. Welcome to Part 8 - Deep Learning.html	HTML	870 B
2. What is Deep Learning.mp4	MP4	31.31 MB
2. What is Deep Learning.srt	SRT	18.13 KB

31. Artificial Neural Networks

1. Plan of attack.mp4	MP4	4.74 MB
1. Plan of attack.srt	SRT	4 KB
10. Business Problem Description.mp4	MP4	16.37 MB
10. Business Problem Description.srt	SRT	7.3 KB
11. Installing Keras.html	HTML	1.42 KB
12. ANN in Python - Step 1.mp4	MP4	29.31 MB
12. ANN in Python - Step 1.srt	SRT	20.01 KB
13. ANN in Python - Step 2.mp4	MP4	48.1 MB
13. ANN in Python - Step 2.srt	SRT	28.95 KB
14. ANN in Python - Step 3.mp4	MP4	8.37 MB
14. ANN in Python - Step 3.srt	SRT	5.18 KB
15. ANN in Python - Step 4.mp4	MP4	5.88 MB
15. ANN in Python - Step 4.srt	SRT	3.86 KB
16. ANN in Python - Step 5.mp4	MP4	29.59 MB
16. ANN in Python - Step 5.srt	SRT	19.49 KB
17. ANN in Python - Step 6.mp4	MP4	7.05 MB
17. ANN in Python - Step 6.srt	SRT	4.5 KB
18. ANN in Python - Step 7.mp4	MP4	8.99 MB
18. ANN in Python - Step 7.srt	SRT	5.68 KB
19. ANN in Python - Step 8.mp4	MP4	18.16 MB
19. ANN in Python - Step 8.srt	SRT	11.07 KB
2. The Neuron.mp4	MP4	29.87 MB
2. The Neuron.srt	SRT	25.04 KB
20. ANN in Python - Step 9.mp4	MP4	16.89 MB
20. ANN in Python - Step 9.srt	SRT	9.51 KB
21. ANN in Python - Step 10.mp4	MP4	17.09 MB
21. ANN in Python - Step 10.srt	SRT	10.35 KB
22. ANN in R - Step 1.mp4	MP4	38.56 MB
22. ANN in R - Step 1.srt	SRT	26.79 KB
23. ANN in R - Step 2.mp4	MP4	14.18 MB
23. ANN in R - Step 2.srt	SRT	10.12 KB
24. ANN in R - Step 3.mp4	MP4	28.95 MB
24. ANN in R - Step 3.srt	SRT	18.88 KB
25. ANN in R - Step 4 (Last step).mp4	MP4	33.45 MB
25. ANN in R - Step 4 (Last step).srt	SRT	20.68 KB
3. The Activation Function.mp4	MP4	14.76 MB
3. The Activation Function.srt	SRT	12.03 KB
4. How do Neural Networks work.mp4	MP4	23.54 MB
4. How do Neural Networks work.srt	SRT	19.11 KB
5. How do Neural Networks learn.mp4	MP4	26.55 MB
5. How do Neural Networks learn.srt	SRT	18.95 KB
6. Gradient Descent.mp4	MP4	18.54 MB
6. Gradient Descent.srt	SRT	14.02 KB
7. Stochastic Gradient Descent.mp4	MP4	16.82 MB
7. Stochastic Gradient Descent.srt	SRT	12.14 KB
8. Backpropagation.mp4	MP4	10.92 MB
8. Backpropagation.srt	SRT	7.11 KB
9. How to get the dataset.mp4	MP4	11.71 MB
9. How to get the dataset.srt	SRT	4.76 KB

32. Convolutional Neural Networks

1. Plan of attack.mp4	MP4	5.9 MB
1. Plan of attack.srt	SRT	5.24 KB
10. How to get the dataset.mp4	MP4	11.71 MB
10. How to get the dataset.srt	SRT	4.76 KB
11. Installing Keras.html	HTML	927 B
12. CNN in Python - Step 1.mp4	MP4	24.92 MB
12. CNN in Python - Step 1.srt	SRT	18.37 KB
13. CNN in Python - Step 2.mp4	MP4	5.85 MB
13. CNN in Python - Step 2.srt	SRT	4.46 KB
14. CNN in Python - Step 3.mp4	MP4	2.22 MB
14. CNN in Python - Step 3.srt	SRT	1.71 KB
15. CNN in Python - Step 4.mp4	MP4	27.18 MB
15. CNN in Python - Step 4.srt	SRT	19.28 KB
16. CNN in Python - Step 5.mp4	MP4	9.91 MB
16. CNN in Python - Step 5.srt	SRT	7.48 KB
17. CNN in Python - Step 6.mp4	MP4	9.7 MB
17. CNN in Python - Step 6.srt	SRT	7.6 KB
18. CNN in Python - Step 7.mp4	MP4	12.93 MB
18. CNN in Python - Step 7.srt	SRT	9.12 KB
19. CNN in Python - Step 8.mp4	MP4	6.79 MB
19. CNN in Python - Step 8.srt	SRT	4.57 KB
2. What are convolutional neural networks.mp4	MP4	29.51 MB
2. What are convolutional neural networks.srt	SRT	22.06 KB
20. CNN in Python - Step 9.mp4	MP4	46.85 MB
20. CNN in Python - Step 9.srt	SRT	29.38 KB
21. CNN in Python - Step 10.mp4	MP4	20.61 MB
21. CNN in Python - Step 10.srt	SRT	12.97 KB
22. CNN in R.html	HTML	2.38 KB
3. Step 1 - Convolution Operation.mp4	MP4	31.03 MB
3. Step 1 - Convolution Operation.srt	SRT	23.23 KB
4. Step 1(b) - ReLU Layer.mp4	MP4	14.1 MB
4. Step 1(b) - ReLU Layer.srt	SRT	9.2 KB
5. Step 2 - Pooling.mp4	MP4	40.24 MB
5. Step 2 - Pooling.srt	SRT	21.04 KB
6. Step 3 - Flattening.mp4	MP4	3.27 MB
6. Step 3 - Flattening.srt	SRT	2.54 KB
7. Step 4 - Full Connection.mp4	MP4	42.75 MB
7. Step 4 - Full Connection.srt	SRT	28.57 KB
8. Summary.mp4	MP4	7.91 MB
8. Summary.srt	SRT	6.02 KB
9. Softmax & Cross-Entropy.mp4	MP4	33.23 MB
9. Softmax & Cross-Entropy.srt	SRT	25.27 KB

33. -------------------- Part 9 Dimensionality Reduction --------------------

1. Welcome to Part 9 - Dimensionality Reduction.html

HTML

1.26 KB

34. Principal Component Analysis (PCA)

1. Principal Component Analysis (PCA) Intuition.mp4	MP4	32.11 MB
1. Principal Component Analysis (PCA) Intuition.srt	SRT	5.05 KB
2. How to get the dataset.mp4	MP4	11.71 MB
2. How to get the dataset.srt	SRT	4.76 KB
3. PCA in Python - Step 1.mp4	MP4	31.96 MB
3. PCA in Python - Step 1.srt	SRT	17.66 KB
4. PCA in Python - Step 2.mp4	MP4	22.08 MB
4. PCA in Python - Step 2.srt	SRT	11.81 KB
5. PCA in Python - Step 3.mp4	MP4	25.51 MB
5. PCA in Python - Step 3.srt	SRT	14.81 KB
6. PCA in R - Step 1.mp4	MP4	30.66 MB
6. PCA in R - Step 1.srt	SRT	18.7 KB
7. PCA in R - Step 2.mp4	MP4	29.03 MB
7. PCA in R - Step 2.srt	SRT	16.89 KB
8. PCA in R - Step 3.mp4	MP4	36.74 MB
8. PCA in R - Step 3.srt	SRT	19.76 KB

35. Linear Discriminant Analysis (LDA)

1. Linear Discriminant Analysis (LDA) Intuition.mp4	MP4	26.98 MB
1. Linear Discriminant Analysis (LDA) Intuition.srt	SRT	5.11 KB
2. How to get the dataset.mp4	MP4	11.72 MB
2. How to get the dataset.srt	SRT	4.76 KB
3. LDA in Python.mp4	MP4	45.42 MB
3. LDA in Python.srt	SRT	26.5 KB
4. LDA in R.mp4	MP4	51.29 MB
4. LDA in R.srt	SRT	29.68 KB

36. Kernel PCA

1. How to get the dataset.mp4	MP4	11.72 MB
1. How to get the dataset.srt	SRT	4.76 KB
2. Kernel PCA in Python.mp4	MP4	33.38 MB
2. Kernel PCA in Python.srt	SRT	21.48 KB
3. Kernel PCA in R.mp4	MP4	56.57 MB
3. Kernel PCA in R.srt	SRT	30.81 KB

37. -------------------- Part 10 Model Selection & Boosting --------------------

1. Welcome to Part 10 - Model Selection & Boosting.html

HTML

899 B

38. Model Selection

1. How to get the dataset.mp4	MP4	11.71 MB
1. How to get the dataset.srt	SRT	4.76 KB
2. k-Fold Cross Validation in Python.mp4	MP4	32.83 MB
2. k-Fold Cross Validation in Python.srt	SRT	20.22 KB
3. k-Fold Cross Validation in R.mp4	MP4	43.63 MB
3. k-Fold Cross Validation in R.srt	SRT	27.91 KB
4. Grid Search in Python - Step 1.mp4	MP4	38.21 MB
4. Grid Search in Python - Step 1.srt	SRT	22.05 KB
5. Grid Search in Python - Step 2.mp4	MP4	29.52 MB
5. Grid Search in Python - Step 2.srt	SRT	15.32 KB
6. Grid Search in R.mp4	MP4	35.55 MB
6. Grid Search in R.srt	SRT	20.94 KB

39. XGBoost

1. How to get the dataset.mp4	MP4	11.71 MB
1. How to get the dataset.srt	SRT	4.76 KB
2. XGBoost in Python - Step 1.mp4	MP4	21.39 MB
2. XGBoost in Python - Step 1.srt	SRT	13.66 KB
3. XGBoost in Python - Step 2.mp4	MP4	31.97 MB
3. XGBoost in Python - Step 2.srt	SRT	18.89 KB
4. XGBoost in R.mp4	MP4	47.27 MB
4. XGBoost in R.srt	SRT	26 KB
5. THANK YOU bonus video.mp4	MP4	52.25 MB
5. THANK YOU bonus video.srt	SRT	2.31 KB

4. Simple Linear Regression

1. How to get the dataset.mp4	MP4	11.71 MB
1. How to get the dataset.srt	SRT	4.76 KB
10. Simple Linear Regression in R - Step 2.mp4	MP4	14.35 MB
10. Simple Linear Regression in R - Step 2.srt	SRT	8.89 KB
11. Simple Linear Regression in R - Step 3.mp4	MP4	8.63 MB
11. Simple Linear Regression in R - Step 3.srt	SRT	5.52 KB
12. Simple Linear Regression in R - Step 4.mp4	MP4	37.37 MB
12. Simple Linear Regression in R - Step 4.srt	SRT	23.94 KB
13. Simple Linear Regression.html	HTML	125 B
2. Dataset + Business Problem Description.mp4	MP4	6.62 MB
2. Dataset + Business Problem Description.srt	SRT	4.08 KB
3. Simple Linear Regression Intuition - Step 1.mp4	MP4	9.47 MB
3. Simple Linear Regression Intuition - Step 1.srt	SRT	8.3 KB
4. Simple Linear Regression Intuition - Step 2.mp4	MP4	5.37 MB
4. Simple Linear Regression Intuition - Step 2.srt	SRT	4.34 KB
5. Simple Linear Regression in Python - Step 1.mp4	MP4	21.72 MB
5. Simple Linear Regression in Python - Step 1.srt	SRT	15.46 KB
6. Simple Linear Regression in Python - Step 2.mp4	MP4	18.75 MB
6. Simple Linear Regression in Python - Step 2.srt	SRT	12.32 KB
7. Simple Linear Regression in Python - Step 3.mp4	MP4	15.61 MB
7. Simple Linear Regression in Python - Step 3.srt	SRT	9.84 KB
8. Simple Linear Regression in Python - Step 4.mp4	MP4	30.83 MB
8. Simple Linear Regression in Python - Step 4.srt	SRT	22.44 KB
9. Simple Linear Regression in R - Step 1.mp4	MP4	9.53 MB
9. Simple Linear Regression in R - Step 1.srt	SRT	7.71 KB

40. Bonus Lectures

1. YOUR SPECIAL BONUS.html

HTML

4.69 KB

5. Multiple Linear Regression

1. How to get the dataset.mp4	MP4	11.71 MB
1. How to get the dataset.srt	SRT	4.76 KB
10. Multiple Linear Regression in Python - Step 2.mp4	MP4	7.22 MB
10. Multiple Linear Regression in Python - Step 2.srt	SRT	4.07 KB
11. Multiple Linear Regression in Python - Step 3.mp4	MP4	14.3 MB
11. Multiple Linear Regression in Python - Step 3.srt	SRT	8.27 KB
12. Multiple Linear Regression in Python - Backward Elimination - Preparation.mp4	MP4	23.82 MB
12. Multiple Linear Regression in Python - Backward Elimination - Preparation.srt	SRT	14.93 KB
13. Multiple Linear Regression in Python - Backward Elimination - HOMEWORK !.mp4	MP4	32.59 MB
13. Multiple Linear Regression in Python - Backward Elimination - HOMEWORK !.srt	SRT	19.68 KB
14. Multiple Linear Regression in Python - Backward Elimination - Homework Solution.mp4	MP4	27.17 MB
14. Multiple Linear Regression in Python - Backward Elimination - Homework Solution.srt	SRT	14.17 KB
15. Multiple Linear Regression in Python - Automatic Backward Elimination.html	HTML	2.14 KB
16. Multiple Linear Regression in R - Step 1.mp4	MP4	17.94 MB
16. Multiple Linear Regression in R - Step 1.srt	SRT	11.85 KB
17. Multiple Linear Regression in R - Step 2.mp4	MP4	25.93 MB
17. Multiple Linear Regression in R - Step 2.srt	SRT	15.43 KB
18. Multiple Linear Regression in R - Step 3.mp4	MP4	10.41 MB
18. Multiple Linear Regression in R - Step 3.srt	SRT	7.06 KB
19. Multiple Linear Regression in R - Backward Elimination - HOMEWORK !.mp4	MP4	39.73 MB
19. Multiple Linear Regression in R - Backward Elimination - HOMEWORK !.srt	SRT	27.48 KB
2. Dataset + Business Problem Description.mp4	MP4	9.98 MB
2. Dataset + Business Problem Description.srt	SRT	5.68 KB
20. Multiple Linear Regression in R - Backward Elimination - Homework Solution.mp4	MP4	17.24 MB
20. Multiple Linear Regression in R - Backward Elimination - Homework Solution.srt	SRT	11.86 KB
21. Multiple Linear Regression in R - Automatic Backward Elimination.html	HTML	726 B
22. Multiple Linear Regression.html	HTML	125 B
3. Multiple Linear Regression Intuition - Step 1.mp4	MP4	1.82 MB
3. Multiple Linear Regression Intuition - Step 1.srt	SRT	1.58 KB
4. Multiple Linear Regression Intuition - Step 2.mp4	MP4	1.78 MB
4. Multiple Linear Regression Intuition - Step 2.srt	SRT	1.45 KB
5. Multiple Linear Regression Intuition - Step 3.mp4	MP4	14.29 MB
5. Multiple Linear Regression Intuition - Step 3.srt	SRT	10.7 KB
6. Multiple Linear Regression Intuition - Step 4.mp4	MP4	4.51 MB
6. Multiple Linear Regression Intuition - Step 4.srt	SRT	3.51 KB
7. Prerequisites What is the P-Value.html	HTML	676 B
8. Multiple Linear Regression Intuition - Step 5.mp4	MP4	28.84 MB
8. Multiple Linear Regression Intuition - Step 5.srt	SRT	23.56 KB
9. Multiple Linear Regression in Python - Step 1.mp4	MP4	39.57 MB
9. Multiple Linear Regression in Python - Step 1.srt	SRT	24.44 KB

6. Polynomial Regression

1. Polynomial Regression Intuition.mp4	MP4	9.44 MB
1. Polynomial Regression Intuition.srt	SRT	7.82 KB
10. Polynomial Regression in R - Step 3.mp4	MP4	43.31 MB
10. Polynomial Regression in R - Step 3.srt	SRT	30.86 KB
11. Polynomial Regression in R - Step 4.mp4	MP4	22.34 MB
11. Polynomial Regression in R - Step 4.srt	SRT	15.44 KB
12. R Regression Template.mp4	MP4	25.41 MB
12. R Regression Template.srt	SRT	18.63 KB
2. How to get the dataset.mp4	MP4	11.72 MB
2. How to get the dataset.srt	SRT	4.76 KB
3. Polynomial Regression in Python - Step 1.mp4	MP4	24.89 MB
3. Polynomial Regression in Python - Step 1.srt	SRT	17.5 KB
4. Polynomial Regression in Python - Step 2.mp4	MP4	27.11 MB
4. Polynomial Regression in Python - Step 2.srt	SRT	17.21 KB
5. Polynomial Regression in Python - Step 3.mp4	MP4	42.99 MB
5. Polynomial Regression in Python - Step 3.srt	SRT	31.4 KB
6. Polynomial Regression in Python - Step 4.mp4	MP4	13.51 MB
6. Polynomial Regression in Python - Step 4.srt	SRT	8.65 KB
7. Python Regression Template.mp4	MP4	27.43 MB
7. Python Regression Template.srt	SRT	16.38 KB
8. Polynomial Regression in R - Step 1.mp4	MP4	17.78 MB
8. Polynomial Regression in R - Step 1.srt	SRT	14.12 KB
9. Polynomial Regression in R - Step 2.mp4	MP4	23.87 MB
9. Polynomial Regression in R - Step 2.srt	SRT	15.27 KB

7. Support Vector Regression (SVR)

1. How to get the dataset.mp4	MP4	11.71 MB
1. How to get the dataset.srt	SRT	4.76 KB
2. SVR Intuition.mp4	MP4	46.6 MB
2. SVR Intuition.srt	SRT	11.36 KB
3. SVR in Python.mp4	MP4	46.19 MB
3. SVR in Python.srt	SRT	30.88 KB
4. SVR in R.mp4	MP4	25.87 MB
4. SVR in R.srt	SRT	18.7 KB

8. Decision Tree Regression

1. Decision Tree Regression Intuition.mp4	MP4	22.69 MB
1. Decision Tree Regression Intuition.srt	SRT	17.06 KB
2. How to get the dataset.mp4	MP4	11.71 MB
2. How to get the dataset.srt	SRT	4.76 KB
3. Decision Tree Regression in Python.mp4	MP4	33.54 MB
3. Decision Tree Regression in Python.srt	SRT	23.72 KB
4. Decision Tree Regression in R.mp4	MP4	44.37 MB
4. Decision Tree Regression in R.srt	SRT	32.15 KB

9. Random Forest Regression

1. Random Forest Regression Intuition.mp4	MP4	13.82 MB
1. Random Forest Regression Intuition.srt	SRT	10.22 KB
2. How to get the dataset.mp4	MP4	11.71 MB
2. How to get the dataset.srt	SRT	4.76 KB
3. Random Forest Regression in Python.mp4	MP4	39.47 MB
3. Random Forest Regression in Python.srt	SRT	27.53 KB
4. Random Forest Regression in R.mp4	MP4	40.34 MB
4. Random Forest Regression in R.srt	SRT	28.11 KB

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