├── DT-and-RF ├── bagging_vs_random_forest.ipynb ├── dt_acme_expenses.ipynb ├── summary_and_references.txt ├── test_inputs.parquet ├── test_targets.parquet ├── train_inputs.parquet ├── train_targets.parquet ├── val_inputs.parquet ├── val_targets.parquet └── weather_forcaste_v2.ipynb ├── Data-Gathering ├── API-(Application-Programming-Interface)-Files │ ├── api_file.txt │ ├── weather_api.ipynb │ └── weather_data.csv ├── CSV-(Comma-Separated-Values)-Files │ ├── book_data.csv │ ├── csv_file_cheatcodes.ipynb │ ├── csv_files.txt │ ├── new_employee.csv │ ├── new_employee_test.csv │ ├── occupation_data.tsv │ └── people_data.csv ├── JSON-(JavaScript-Object-Notation)-Files │ ├── currency_exchange.json │ ├── json_file_cheatcodes.ipynb │ ├── json_files.txt │ └── palestinian_movies.json ├── Web-Scraping │ ├── Companies Data.csv │ ├── Food-Images │ │ ├── image_1.jpg │ │ ├── image_10.jpg │ │ ├── image_11.jpg │ │ ├── image_12.jpg │ │ ├── image_13.jpg │ │ ├── image_14.jpg │ │ ├── image_15.jpg │ │ ├── image_16.jpg │ │ ├── image_17.jpg │ │ ├── image_18.jpg │ │ ├── image_19.jpg │ │ ├── image_2.jpg │ │ ├── image_20.jpg │ │ ├── image_3.jpg │ │ ├── image_4.jpg │ │ ├── image_5.jpg │ │ ├── image_6.jpg │ │ ├── image_7.jpg │ │ ├── image_8.jpg │ │ ├── image_9.jpg │ │ └── images-scraping.txt │ ├── business_persons - India.csv │ ├── web-scraping.txt │ └── web_scraping_cheatcodes.ipynb ├── data_gathering_methods.txt └── export-files-using-pandas.ipynb ├── Feature-Engineering ├── ML-Pipeline │ ├── DAAssignment.csv │ ├── ml_pipeline.ipynb │ └── pipeline.txt ├── Outlier-Handling │ ├── ouliers_basics.ipynb │ ├── outliers_summary.txt │ └── scores.csv ├── feature_transformation_basics.ipynb ├── imbalanced-data.ipynb └── summary.txt ├── LICENSE ├── Linear-Regression ├── acme_dataset.csv ├── acme_expediture.ipynb ├── approach.txt ├── batch-gradient-descent.ipynb ├── lasso-regression.ipynb ├── lr_assumptions.ipynb ├── mini-batch-gradient-descent.ipynb ├── multiple-linear-regression.ipynb ├── polynomial-regression.ipynb ├── ridge-regression-gradient-descent.ipynb ├── ridge-regression.ipynb ├── simple-linear-regression.ipynb └── stochastic-gradient-descent.ipynb ├── Logistic-Regression ├── fmnist-logistic-regression.ipynb ├── summary_and_references.txt ├── test_inputs.parquet ├── test_targets.parquet ├── train_inputs.parquet ├── train_targets.parquet ├── val_inputs.parquet ├── val_targets.parquet ├── weatherAUS.csv ├── weather_forcaste.ipynb └── weather_forecaste.joblib ├── README.md ├── Support-Vector-Machine ├── summary_and_references.txt ├── svm_model.pkl ├── test_inputs.parquet ├── test_targets.parquet ├── train_inputs.parquet ├── train_targets.parquet ├── val_inputs.parquet ├── val_targets.parquet └── weather_forecaste_svm.ipynb ├── Tensors ├── Autograd.ipynb ├── tensors_basics.ipynb ├── tensors_references.txt └── tensors_with_pytorch.ipynb ├── Understanding-Data ├── descriptive_stats.ipynb ├── product_data.csv └── summary.txt ├── Unsupervised-Clustering ├── 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