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01 Toy Project
01 Toy Project
 
 
02 Working with csv files
02 Working with csv files
 
 
03 Woriking with json_sql
03 Woriking with json_sql
 
 
04 Fetching Data From API
04 Fetching Data From API
 
 
05 Web Scrapping
05 Web Scrapping
 
 
06 Understanding the data
06 Understanding the data
 
 
07 EDA Univariate Analysis
07 EDA Univariate Analysis
 
 
08 EDA Multivariate Analysis
08 EDA Multivariate Analysis
 
 
09 Pandas Profiling
09 Pandas Profiling
 
 
10 Standardization
10 Standardization
 
 
11 Normalization
11 Normalization
 
 
12 Ordinal Encoding
12 Ordinal Encoding
 
 
13 One Hot Encoding
13 One Hot Encoding
 
 
14 Column Transformer
14 Column Transformer
 
 
15 Pipelines
15 Pipelines
 
 
16 Function Transformer
16 Function Transformer
 
 
17 Power Transformer
17 Power Transformer
 
 
18 Numeric Encoding
18 Numeric Encoding
 
 
19 Handling Mixed var And Dates
19 Handling Mixed var And Dates
 
 
20 Complete Case Analysis
20 Complete Case Analysis
 
 
21 Univariate Imputation
21 Univariate Imputation
 
 
22 KNN Imputer
22 KNN Imputer
 
 
23 Iterative Imputer
23 Iterative Imputer
 
 
24 Handling Outliers
24 Handling Outliers
 
 
25 Feature Construction
25 Feature Construction
 
 
26 Principle Component Aanalysis
26 Principle Component Aanalysis
 
 
27 Linear Regression
27 Linear Regression
 
 
28 Regression Metrics
28 Regression Metrics
 
 
29 Multiple Linear Regression
29 Multiple Linear Regression
 
 
30 Gradiant Descent
30 Gradiant Descent
 
 
31 Polynomial Regression
31 Polynomial Regression
 
 
32 Ridge Regression
32 Ridge Regression
 
 
33 Lasso Regression
33 Lasso Regression
 
 
34 ElasticNet
34 ElasticNet
 
 
35 Logistic Regression
35 Logistic Regression
 
 
36 Decision Trees
36 Decision Trees
 
 
37 Voting Ensemble
37 Voting Ensemble
 
 
38 Bagging
38 Bagging
 
 
39 Random Forest
39 Random Forest
 
 
40 AdaBoost
40 AdaBoost
 
 
41 K-means Clustering
41 K-means Clustering
 
 
42 Gradient Boosting
42 Gradient Boosting
 
 
43 Stacking and Blending
43 Stacking and Blending
 
 
44 Hierarchical Clustering
44 Hierarchical Clustering
 
 
45 KNN
45 KNN
 
 
46 SVM
46 SVM
 
 
47 Naive Bayes
47 Naive Bayes
 
 
Maths
Maths
 
 
Matplotlib
Matplotlib
 
 
Numpy
Numpy
 
 
Pandas
Pandas
 
 
Seaborn
Seaborn
 
 
.gitattributes
.gitattributes
 
 

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Machine Learning Tutorial And Practice

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