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[FreeCourseSite.com] Udemy - Machine Learning Essentials (2023) - Master core ML concepts
Category:
Other
Date:
07/13/23 at 9:53pm GMT+1
Submitter:
Unknown
Seeders:
9
Leechers:
4
File size:
15.9 GB in 90 files
Torrent Status:
This torrent has been
verified
.
Infohash:
dff3f9fa09449dc2c837c358f8debb0414345afb
File list
[FreeCourseSite.com] Udemy - Machine Learning Essentials (2023) - Master core ML concepts
1. Introduction/1. Course Overview.mp4
49.6 MB
1. Introduction/10. Code Repository.html
236 B
1. Introduction/2. Artificial Intelligence.mp4
48.6 MB
1. Introduction/3. Machine Learning.mp4
67 MB
1. Introduction/4. Deep Learning.mp4
54.5 MB
1. Introduction/5. Computer Vision.mp4
43.1 MB
1. Introduction/6. Natural Language Processing.mp4
64.4 MB
1. Introduction/7. Automatic Speech Recognition.mp4
100.7 MB
1. Introduction/8. Reinforcement Learning.mp4
43.9 MB
1. Introduction/9. Pre-requisites.html
889 B
10. K-Means/1. K-Means Algorithm.mp4
60.1 MB
10. K-Means/2. Code 01 - Data Prep.mp4
18.6 MB
10. K-Means/3. Code 02 - Init Centers.mp4
65.7 MB
10. K-Means/4. Code 03 - Assigning Points.mp4
75.6 MB
10. K-Means/5. Code 04 - Updating Centroids.mp4
59.1 MB
10. K-Means/6. Code 05 - Visualizing K-Means & Results.mp4
81.8 MB
11. Project - Dominant Color Extraction/1. Introduction.mp4
25.1 MB
11. Project - Dominant Color Extraction/2. Reading Images.mp4
24.2 MB
11. Project - Dominant Color Extraction/3. Finding Clusters.mp4
53.9 MB
11. Project - Dominant Color Extraction/4. Dominant Color Swatches.mp4
39.7 MB
11. Project - Dominant Color Extraction/5. Image in K-Colors.mp4
71 MB
12. Naive Bayes Algorithm/1. Bayes Theorem.mp4
87.3 MB
12. Naive Bayes Algorithm/10. CODE - Likelihood.mp4
166.5 MB
12. Naive Bayes Algorithm/11. CODE - Prediction.mp4
71.4 MB
12. Naive Bayes Algorithm/12. Implementing Naive Bayes - Sklearn.mp4
111.5 MB
12. Naive Bayes Algorithm/2. Derivation of Bayes Theorem.mp4
74.8 MB
12. Naive Bayes Algorithm/3. Bayes Theorem Question.mp4
145 MB
12. Naive Bayes Algorithm/4. Naive Bayes Algorithm.mp4
80.7 MB
12. Naive Bayes Algorithm/5. Naive Bayes for Text Classification.mp4
160.7 MB
12. Naive Bayes Algorithm/6. Computing Likelihood.mp4
193.2 MB
12. Naive Bayes Algorithm/7. Understanding Golf Dataset.mp4
218.7 MB
12. Naive Bayes Algorithm/7.1 golf.csv
430 B
12. Naive Bayes Algorithm/8. CODE - Prior Probability.mp4
61.1 MB
12. Naive Bayes Algorithm/9. CODE - Conditional Probability.mp4
108.1 MB
13. Multinomial Naive Bayes/1. Multinomial Naive Bayes.mp4
141.1 MB
13. Multinomial Naive Bayes/2. Laplace Smoothing.mp4
91.5 MB
13. Multinomial Naive Bayes/3. Multinomial Naive Bayes Example.mp4
179.2 MB
13. Multinomial Naive Bayes/4. Bernoulli Naive Bayes.mp4
204.7 MB
13. Multinomial Naive Bayes/5. Bernoulli Naive Bayes Example.mp4
138.3 MB
13. Multinomial Naive Bayes/6. Bias Variance Tradeoff.mp4
94.4 MB
13. Multinomial Naive Bayes/7. Gaussian Naive Bayes.mp4
109.3 MB
13. Multinomial Naive Bayes/8. CODE - Variants of Naive Bayes.mp4
93.9 MB
14. PROJECT Spam Classifier/1. Project Overview.mp4
87.4 MB
14. PROJECT Spam Classifier/2. Data Clearning.mp4
157.9 MB
14. PROJECT Spam Classifier/3. WordCloud.mp4
106.2 MB
14. PROJECT Spam Classifier/4. Text Featurization.mp4
44.2 MB
14. PROJECT Spam Classifier/5. Model Building.mp4
52.1 MB
14. PROJECT Spam Classifier/6. Model Evaluation.mp4
67.9 MB
15. Decision Trees/1. Decision Trees Introduction.mp4
78 MB
15. Decision Trees/2. Decision Trees Example.mp4
137.4 MB
15. Decision Trees/3. Entropy.mp4
118.4 MB
15. Decision Trees/4. CODE Entropy.mp4
70.1 MB
15. Decision Trees/5. Information Gain.mp4
199.5 MB
15. Decision Trees/6. CODE Split Data.mp4
135.8 MB
15. Decision Trees/7. CODE Information Gain.mp4
93.8 MB
15. Decision Trees/8. Construction of Decision Trees.mp4
66.4 MB
15. Decision Trees/9. Stopping Conditions.mp4
98.3 MB
16. Decision Trees Implementation/1. CODE - Decision Tree Node.mp4
61.2 MB
16. Decision Trees Implementation/10. Decision Trees for Regression.mp4
89.5 MB
16. Decision Trees Implementation/11. Decision Tree Code - Sklearn.mp4
36.7 MB
16. Decision Trees Implementation/2. CODE - Train Decision Tree.mp4
119.7 MB
16. Decision Trees Implementation/3. CODE - Assign Target Variable to Each Node.mp4
59.9 MB
16. Decision Trees Implementation/4. CODE - Stopping Conditions.mp4
72.4 MB
16. Decision Trees Implementation/5. CODE - Train Child Nodes.mp4
83.4 MB
16. Decision Trees Implementation/6. CODE - Explore Decision Tree Model.mp4
102.3 MB
16. Decision Trees Implementation/7. CODE - Prediction.mp4
116.4 MB
16. Decision Trees Implementation/8. Handling Numeric Features.mp4
110 MB
16. Decision Trees Implementation/9. Bias Variance Tradeoff.mp4
58.9 MB
17. PROJECT Titanic Survival Prediction/1. Project Overview.mp4
100.8 MB
17. PROJECT Titanic Survival Prediction/1.1 titanic_train.csv
58.9 KB
17. PROJECT Titanic Survival Prediction/2. Exploratory Data Analysis.mp4
83.8 MB
17. PROJECT Titanic Survival Prediction/3. Exploratory Data Analysis - II.mp4
79 MB
17. PROJECT Titanic Survival Prediction/4. Data Preparation for ML Model.mp4
83.4 MB
17. PROJECT Titanic Survival Prediction/5. Handling Missing Values.mp4
94.8 MB
17. PROJECT Titanic Survival Prediction/6. Decision Tree Model Building.mp4
77.8 MB
17. PROJECT Titanic Survival Prediction/7. Visualize Decision Tree.mp4
92.6 MB
18. Ensemble Learning Bagging/1. Ensemble Learning.mp4
69.3 MB
18. Ensemble Learning Bagging/2. Bagging Model.mp4
128.8 MB
18. Ensemble Learning Bagging/3. Why Bagging Helps.mp4
142.6 MB
18. Ensemble Learning Bagging/4. Random Forest Algorithm.mp4
118.1 MB
18. Ensemble Learning Bagging/5. Bias Variance Tradeoff.mp4
127.4 MB
18. Ensemble Learning Bagging/6. CODE Random Forest.mp4
115.6 MB
19. Ensemble Learning Boosting/1. Boosting Introduction.mp4
120.4 MB
19. Ensemble Learning Boosting/2. Boosting Intuition.mp4
133.5 MB
19. Ensemble Learning Boosting/3. Boosting Mathematical Formulation.mp4
211.5 MB
19. Ensemble Learning Boosting/4. Concept of Pseudo Residuals.mp4
152.8 MB
19. Ensemble Learning Boosting/5. GBDT Algorithm.mp4
245.2 MB
19. Ensemble Learning Boosting/6. Bias Variance Tradeoff.mp4
83.4 MB
19. Ensemble Learning Boosting/7. CODE - Gradient Boosting Decision Trees.mp4
131.6 MB
19. Ensemble Learning Boosting/8. XGBoost.mp4
119.3 MB
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