Applied Data Science and Machine Learning in R for Beginners

سرفصل های دوره

Learn Data Science Methods and Techniques in R. Build Machine Learning Algorithms from Scratch. Gain Insight into Data.

1. Introduction

1. Introduction.html

2. R Programming

1. R Programming 1

2. R Programming 2

3. R Programming 3

4. R Programming 4

5. R Programming 5

6.1 Lab_R_1_RM.pdf

6.2 patient.csv

6. Lab R 1.html

7.1 Lab_R_2_RM.pdf

7. Lab R 2.html

8. Quiz on R Programming.html

3. Introduction To Data Science

1. What is Data Science

2. Jargons of Data Science

4. Data Understanding and Preprocessing

1. Understanding Of Data 1

2. Understanding of Data 2

3. Probability Distributions

4. Data Cleansing and Processing

5.1 data_missing.csv

5.2 Lab_D_1_RM.pdf

5. Lab D 1.html

6.1 clinicalData.csv

6.2 countries.zip

6.3 Lab_D_2_RM.pdf

6.4 patient.csv

6.5 score.zip

6.6 Wages.csv

6. Lab D 2.html

7.1 Lab_D_3_RM.pdf

7. Lab D 3 (Optional).html

8. Quiz on data understanding and preprocessing.html

5. Linear Regression

1. Linear Regression 1

2. Linear Regression 2

3. Linear Regression 3

4. Statistical Approach (Hypothesis Tests) vs Machine Learning

5. Train, Validation and Test Sets

6. Bias-Variance Trade Off

7.1 Lab_LR_1_RM.pdf

7. Lab1.html

8.1 experiment_3.csv

8.2 Lab_LR_2_RM.pdf

8. Lab2.html

9.1 Lab_LR_3_RM.pdf

9. Lab3.html

10. Quiz on Linear Regression.html

6. Logistic Regression

1. Logistic Regression 1

2. Logistic Regression 2

3. Logistic Regression 3

4.1 Lab_LRC_1_RM.pdf

4. Lab1.html

5.1 Lab_LRC_2_RM.pdf

5. Lab2.html

6. Quiz on Logistic Regression.html

7. Artificial Neural Network

1. Artificial Neural Network 1

2. Artificial Neural Network 2

3. Artificial Neural Network 3

4. Artificial Neural Network 4

5.1 Lab_NN_1_RM.pdf

5. Lab1.html

6.1 Lab_NN_2_RM.pdf

6. Lab2.html

7. Quiz on Artificial Neural Network.html

8. Support Vector Machine

1. Support Vector Machine 1

2. Support Vector Machine 2

3. Support Vector Machine 3

4.1 Lab_SVM_1_RM.pdf

4. Lab1.html

5.1 Lab_SVM_2_RM.pdf

5. Lab2.html

6.1 Lab_SVM_3_RM.pdf

6. Lab3.html

7. Quiz on SVM.html

9. Principal Component Analysis (PCA)

1. Principal Component Analysis 1

2. Principal Component Analysis 2

3.1 Lab_PCA_1_RM.pdf

3. Lab1.html

4.1 Lab_PCA_2_RM.pdf

4. Lab2.html

5. Quiz on PCA.html

10. Clustering

1. Clustering 1

2. Clustering 2

3. Clustering 3

4.1 Lab_CLUS_1_RM.pdf

4. Lab1.html

5.1 flower_small.zip

5.2 Lab_CLUS_2_RM.pdf

5. Lab2.html

6. Quiz on Clustering.html

11. Text Analytics

1. Text Analytics 1

2. Text Analytics 2

3.1 decep_op.csv

3.2 Lab_NLP_1_RM.pdf

3. Lab1.html

4. Quiz on Text Analytics.html

12. Time Series Forecasting

1. Time Series Forecasting 1

2. Time Series Forecasting 2

3.1 Lab_TS_1_RM.pdf

3. Lab1.html

4. Quiz on Time Series.html

13. Market Basket Analysis

1. Market Basket Analysis 1

2. Market Basket Analysis 2

3.1 Lab_MBA_1_RM.pdf

3. Lab1.html

4. Quiz on Market Basket.html

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تولید کننده: Udemy-Training