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.ipynb_checkpoints
.ipynb_checkpoints
 
 
data2
data2
 
 
ML_feature_engineering.ipynb
ML_feature_engineering.ipynb
 
 
ML_models-Copy1.ipynb
ML_models-Copy1.ipynb
 
 
ML_models.ipynb
ML_models.ipynb
 
 
ML_models2.ipynb
ML_models2.ipynb
 
 
ML_models2_updated.ipynb
ML_models2_updated.ipynb
 
 
ML_models3-Copy1.ipynb
ML_models3-Copy1.ipynb
 
 
ML_models3.ipynb
ML_models3.ipynb
 
 
ML_models4.ipynb
ML_models4.ipynb
 
 
README.md
README.md
 
 
cat1_2_tuned.pkl
cat1_2_tuned.pkl
 
 
cat1_tuned.pkl
cat1_tuned.pkl
 
 
catboost_model2.dump
catboost_model2.dump
 
 
catboost_model2.pkl
catboost_model2.pkl
 
 
catplot_1.png
catplot_1.png
 
 
catplot_2.png
catplot_2.png
 
 
cb_model.json
cb_model.json
 
 
cleaning_1.ipynb
cleaning_1.ipynb
 
 
cleaning_2.ipynb
cleaning_2.ipynb
 
 
cleaning_3.ipynb
cleaning_3.ipynb
 
 
cleaning_4.ipynb
cleaning_4.ipynb
 
 
cleaning_5.ipynb
cleaning_5.ipynb
 
 
data_gathering.ipynb
data_gathering.ipynb
 
 
dpc_Rforest_model-Copy1.ipynb
dpc_Rforest_model-Copy1.ipynb
 
 
dpc_Rforest_model-Copy2.ipynb
dpc_Rforest_model-Copy2.ipynb
 
 
dpc_Rforest_model.ipynb
dpc_Rforest_model.ipynb
 
 
dpc_Rforest_model0.ipynb
dpc_Rforest_model0.ipynb
 
 
dpc_Rforest_model1.ipynb
dpc_Rforest_model1.ipynb
 
 
dpc_logit_model.ipynb
dpc_logit_model.ipynb
 
 
logit1_tuned.pkl
logit1_tuned.pkl
 
 
logit2_tuned.pkl
logit2_tuned.pkl
 
 
mlp1_final.pkl
mlp1_final.pkl
 
 
mlp_2.pkl
mlp_2.pkl
 
 
odheroes.json
odheroes.json
 
 
preprocessing_1.ipynb
preprocessing_1.ipynb
 
 
preprocessing_2.ipynb
preprocessing_2.ipynb
 
 
request_script_1.py
request_script_1.py
 
 
request_script_2.py
request_script_2.py
 
 
request_script_3.py
request_script_3.py
 
 
request_script_4.py
request_script_4.py
 
 
request_script_5.py
request_script_5.py
 
 
rfc_best_model.pkl
rfc_best_model.pkl
 
 
sample_pull_matches_script.py
sample_pull_matches_script.py
 
 
tree_from_optimized_forest.dot
tree_from_optimized_forest.dot
 
 
tree_from_optimized_forest.png
tree_from_optimized_forest.png
 
 

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Julian Law - Capstone Project

Dota 2 match prediction

Notebooks

  1. cleaning_1

  2. cleaning_2

  3. cleaning_3

  4. cleaning_4

  5. Preprocess_1

  6. Preprocess_2

EDA_1 EDA_2

ML_1 ML_2 ML_3

'data' folder

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Dota 2 Match Prediction & Draft Analysis

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