DevCourseWeb com Udemy - Machine Learning for Beginner

1. ~Get Your Files Here !/1. Introduction/1. Introduction.mp45.56MB
2. ~Get Your Files Here !/10. Decision Tree Classifier/1. Introduction to a Decision Tree Classifier.mp416.63MB
3. ~Get Your Files Here !/10. Decision Tree Classifier/2. Block diagram of a Decision Tree Classifier. How Decision Tree model works.mp48.13MB
4. ~Get Your Files Here !/10. Decision Tree Classifier/3. Project Develop a Decision Tree machine model in Python codes.mp4169.59MB
5. ~Get Your Files Here !/2. Introduction to Machine Learning/1. What is Machine learning.mp425.29MB
6. ~Get Your Files Here !/2. Introduction to Machine Learning/2. Understand machine learning concept by the examples we face in daily life.mp460.37MB
7. ~Get Your Files Here !/2. Introduction to Machine Learning/3. Machine learning vs Deep learning vs Artificial intelligence vs Data Science.mp470.6MB
8. ~Get Your Files Here !/2. Introduction to Machine Learning/4. What are the fields where we can use Machine learning.mp422.6MB
9. ~Get Your Files Here !/2. Introduction to Machine Learning/5. Types of Machine learning.mp417.39MB
10. ~Get Your Files Here !/2. Introduction to Machine Learning/6. What are supervised, unsupervised and reinforcement of machine learning.mp444.84MB
11. ~Get Your Files Here !/2. Introduction to Machine Learning/7. Methods for evaluating the machine model.mp441.76MB
12. ~Get Your Files Here !/2. Introduction to Machine Learning/8. Types of famous classifiers of Machine learning.mp410.44MB
13. ~Get Your Files Here !/2. Introduction to Machine Learning/9. How to develop a Machine model in Python And what are the steps.mp443.98MB
14. ~Get Your Files Here !/3. Principal Component Analysis (PCA)/1. Introduction to Principal Component Analysis (PCA).mp422.06MB
15. ~Get Your Files Here !/3. Principal Component Analysis (PCA)/2. How principal component analysis works Check it graphically.mp477.93MB
16. ~Get Your Files Here !/3. Principal Component Analysis (PCA)/3. Mathematical perspective of PCA. What is covariance matrix.mp443.01MB
17. ~Get Your Files Here !/3. Principal Component Analysis (PCA)/4. Understand PCA mathematically by solving an example of covariance matrix.mp4234.93MB
18. ~Get Your Files Here !/4. Confusion Matrix, Under-fitting & Over-fitting/1. Table of a confusion matrix and derive the predicted and actual values.mp456.2MB
19. ~Get Your Files Here !/4. Confusion Matrix, Under-fitting & Over-fitting/2. Accuracy and Error rate of a Machine model.mp49.62MB
20. ~Get Your Files Here !/4. Confusion Matrix, Under-fitting & Over-fitting/3. Precision and Recall of a Machine model.mp425.34MB
21. ~Get Your Files Here !/4. Confusion Matrix, Under-fitting & Over-fitting/4. Under-fitting & Over-fitting of a Machine model. Understand it graphically.mp464.11MB
22. ~Get Your Files Here !/5. Classification and Regression/1. Classification process of machine model to explore and analyze the data.mp472.19MB
23. ~Get Your Files Here !/5. Classification and Regression/2. Regression process of a machine model. What is leaner regression.mp472.4MB
24. ~Get Your Files Here !/5. Classification and Regression/3. Understand linear regression mathematically and graphically.mp437.21MB
25. ~Get Your Files Here !/5. Classification and Regression/4. Non-linear regression or Logistic regression of a machine model.mp440.81MB
26. ~Get Your Files Here !/6. Support Vector Machine (SVM) Classifier/1. Introduction to Support Vector Machine (SVM).mp430.8MB
27. ~Get Your Files Here !/6. Support Vector Machine (SVM) Classifier/10. Applications of support vector machine (SVM) in daily life.mp411MB
28. ~Get Your Files Here !/6. Support Vector Machine (SVM) Classifier/11. Project Develop a support vector machine model in Python.mp4255.64MB
29. ~Get Your Files Here !/6. Support Vector Machine (SVM) Classifier/2. Block diagram of support vector machine. How support vector machine works.mp418.48MB
30. ~Get Your Files Here !/6. Support Vector Machine (SVM) Classifier/3. Linear support vector machine. Understand it graphically.mp436.44MB
31. ~Get Your Files Here !/6. Support Vector Machine (SVM) Classifier/4. Optimal Hyperplane of a linear support vector machine. Optimal vs Not optimal.mp436.54MB
32. ~Get Your Files Here !/6. Support Vector Machine (SVM) Classifier/5. How linear SVM model predicts Give a new data and check it graphically.mp421.47MB
33. ~Get Your Files Here !/6. Support Vector Machine (SVM) Classifier/6. Non-linear support vector machine. Graphs of non-linear SVM models.mp49.92MB
34. ~Get Your Files Here !/6. Support Vector Machine (SVM) Classifier/7. Kernel technique of non-linear SVM model. Three types of kernel techniques.mp415.85MB
35. ~Get Your Files Here !/6. Support Vector Machine (SVM) Classifier/8. Transformation from 1-D to 2-D using non-linear kernel trick to separate data.mp420.98MB
36. ~Get Your Files Here !/6. Support Vector Machine (SVM) Classifier/9. Transformation from 2-D to 3-D using non-linear kernel trick to separate data.mp417.87MB
37. ~Get Your Files Here !/7. K-Nearest Neighbors Classifier (KNN)/1. Introduction to K-Nearest Neighbors classifier (KNN).mp430.32MB
38. ~Get Your Files Here !/7. K-Nearest Neighbors Classifier (KNN)/2. How to KNN machine model works Understand it graphically.mp459.07MB
39. ~Get Your Files Here !/7. K-Nearest Neighbors Classifier (KNN)/3. Concept of KNN machine model with a daily a life example. Check it graphically.mp453.08MB
40. ~Get Your Files Here !/7. K-Nearest Neighbors Classifier (KNN)/4. Choosing of an accurate of k value. Why k value is important in KNN model.mp449.44MB
41. ~Get Your Files Here !/7. K-Nearest Neighbors Classifier (KNN)/5. Outliers in KNN model. Why outliers of a data is recommended in KNN model.mp428.21MB
42. ~Get Your Files Here !/7. K-Nearest Neighbors Classifier (KNN)/6. Euclidean distance formula to measure the distance between two data points.mp4148.93MB
43. ~Get Your Files Here !/7. K-Nearest Neighbors Classifier (KNN)/7. Manhattan distance formula to measure the distance between two data points.mp411.08MB
44. ~Get Your Files Here !/7. K-Nearest Neighbors Classifier (KNN)/8. Project Develop a KNN machine model in Python codes.mp4519.32MB
45. ~Get Your Files Here !/8. Naive Bayes Classifier/1. Introduction to Naive Bayes Classifier. What is Bayes rule.mp445.83MB
46. ~Get Your Files Here !/8. Naive Bayes Classifier/2. Understand Naive Bayes rule by giving a daily life example.mp473.4MB
47. ~Get Your Files Here !/8. Naive Bayes Classifier/3. Solve an example to cement the concept of Bayes rule.mp4195.33MB
48. ~Get Your Files Here !/8. Naive Bayes Classifier/4. Project Develop a Naive Bayes machine model in Python codes.mp4268.15MB
49. ~Get Your Files Here !/9. Logistic Regression Classifier/1. What is Logistic Regression Classifier Formula of Logistic regression model.mp427.43MB
50. ~Get Your Files Here !/9. Logistic Regression Classifier/2. Understand Logistic Regression machine model graphically.mp431.18MB
51. ~Get Your Files Here !/9. Logistic Regression Classifier/3. How to separate a non-linear data by using logistic regression machine model.mp432.37MB
52. ~Get Your Files Here !/9. Logistic Regression Classifier/4. Applications of Logistic Regression machine model in daily life.mp434.65MB
53. ~Get Your Files Here !/9. Logistic Regression Classifier/5. Project Develop a Logistic Regression machine model in Python codes.mp4262.4MB