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dl
dl
 
 
linreg
linreg
 
 
.gitignore
.gitignore
 
 
1d_classification_problem.PNG
1d_classification_problem.PNG
 
 
2d_classification_problem.png
2d_classification_problem.png
 
 
CBOW_and_SkipGram.PNG
CBOW_and_SkipGram.PNG
 
 
Deep_Neural_Networks_Forward_Pass.PNG
Deep_Neural_Networks_Forward_Pass.PNG
 
 
Dropouts.PNG
Dropouts.PNG
 
 
LICENSE
LICENSE
 
 
LinkageMeasures.ipynb
LinkageMeasures.ipynb
 
 
NLP_Pipeline_Overview.PNG
NLP_Pipeline_Overview.PNG
 
 
POS.PNG
POS.PNG
 
 
README.md
README.md
 
 
ROC-curve.png
ROC-curve.png
 
 
Removal_Stopwords.PNG
Removal_Stopwords.PNG
 
 
Shallow_Neural_Network_Forward_Pass.PNG
Shallow_Neural_Network_Forward_Pass.PNG
 
 
Stemming_Lemmatization.PNG
Stemming_Lemmatization.PNG
 
 
Tokenization.PNG
Tokenization.PNG
 
 
Training_Neural_Networks.PNG
Training_Neural_Networks.PNG
 
 
Tree_Notebook_Classification_Node_Splitting.PNG
Tree_Notebook_Classification_Node_Splitting.PNG
 
 
Tree_Notebook_Four_Leaf_Nodes_Example.PNG
Tree_Notebook_Four_Leaf_Nodes_Example.PNG
 
 
Tree_Notebook_Linear_Example.PNG
Tree_Notebook_Linear_Example.PNG
 
 
Tree_Notebook_Nonlinear_Example.PNG
Tree_Notebook_Nonlinear_Example.PNG
 
 
Tree_Notebook_Pseudo_Code.PNG
Tree_Notebook_Pseudo_Code.PNG
 
 
W2V.PNG
W2V.PNG
 
 
W2V_Shallow_Network_Example.PNG
W2V_Shallow_Network_Example.PNG
 
 
bias-variance.png
bias-variance.png
 
 
binning_num_features.png
binning_num_features.png
 
 
classification_cutoff.PNG
classification_cutoff.PNG
 
 
confusion_matrix.PNG
confusion_matrix.PNG
 
 
credit_scoring.png
credit_scoring.png
 
 
cross_entropy.ipynb
cross_entropy.ipynb
 
 
cross_validation.png
cross_validation.png
 
 
cross_validation1.png
cross_validation1.png
 
 
cross_validation2.png
cross_validation2.png
 
 
dummy_coding.png
dummy_coding.png
 
 
eda.ipynb
eda.ipynb
 
 
ensemble_learning.png
ensemble_learning.png
 
 
gridsearch.png
gridsearch.png
 
 
holdout_method.png
holdout_method.png
 
 
kmeans.png
kmeans.png
 
 
kmeans_elbow_method.png
kmeans_elbow_method.png
 
 
logistic.ipynb
logistic.ipynb
 
 
logistic_function_playing.png
logistic_function_playing.png
 
 
logistic_wip.ipynb
logistic_wip.ipynb
 
 
missing_value_dummy.png
missing_value_dummy.png
 
 
ml_pipeline.png
ml_pipeline.png
 
 
model_based_resale_price_forecasting.png
model_based_resale_price_forecasting.png
 
 
normal_dist.ipynb
normal_dist.ipynb
 
 
outlier_treatment.png
outlier_treatment.png
 
 
overfitting.png
overfitting.png
 
 
qqloss.ipynb
qqloss.ipynb
 
 
r2_of_resale_price_regression.png
r2_of_resale_price_regression.png
 
 
resale_price_regression.png
resale_price_regression.png
 
 
scaling_of_num_features.png
scaling_of_num_features.png
 
 
sl_xy_map.png
sl_xy_map.png
 
 
tree_pruning.png
tree_pruning.png
 
 
xai_surrogate_model.png
xai_surrogate_model.png
 
 
y_yhat.png
y_yhat.png
 
 

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demopy

Various small Python scripts that demonstrate concepts covered in our courses.

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Various small Python scripts that demonstrate concepts covered in our courses.

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