├── .DS_Store ├── .gitignore ├── Generative AI ├── Fine-Tuning a Pre-trained LLM for Sentiment Classification │ ├── Fine_Tuning_a_Pre_trained_LLM_for_Sentiment_Classification.ipynb │ └── data.csv ├── How to create a RAG system step-by-step │ └── How_to_create_a_RAG_step_by_step.ipynb ├── How to do the Retrieval in Retrieval Augmented Generation (RAG) │ └── How_to_do_the_Retrieval_in_Retrieval_Augmented_Generation_(RAG).ipynb ├── Introduction to Hugging Face Datasets │ ├── Introduction to Hugging Face Datasets.ipynb │ ├── dataset.csv │ ├── dataset.json │ ├── dataset.parquet │ ├── dataset_dict.json │ ├── my_data.csv │ ├── test │ │ ├── data-00000-of-00001.arrow │ │ ├── dataset_info.json │ │ └── state.json │ ├── train │ │ ├── data-00000-of-00001.arrow │ │ ├── dataset_info.json │ │ └── state.json │ └── validation │ │ ├── data-00000-of-00001.arrow │ │ ├── dataset_info.json │ │ └── state.json ├── Mastering LLM Interactions │ └── Mastering_LLM_Interactions.ipynb └── Traditional vs. Generative AI for Sentiment Classification │ ├── Traditional_vs_Generative_AI_for_Sentiment_Classification.ipynb │ └── data.csv ├── Notebooks ├── 10+1 Cross Validation Techniques Visualized │ ├── code.ipynb │ ├── data_for_tsa.csv │ └── imgs │ │ ├── Blocking Time Series Split.png │ │ ├── Group K-Fold - Month.png │ │ ├── Group K-Fold - Year.png │ │ ├── Group K-Fold Leave One Group Out - Month.png │ │ ├── Group K-Fold with Random Permutation.png │ │ ├── K-Fold Cross Validation - No Shuffle.png │ │ ├── K-Fold Cross Validation - With Shuffle.png │ │ ├── Purged K-Fold Cross Validation with Embargo.png │ │ ├── Purged K-Fold Cross Validation.png │ │ ├── Random Permutation Cross Validation.png │ │ ├── Stratified K-Fold Cross Validation - No Shuffle.png │ │ ├── Stratified K-Fold Cross Validation - With Shuffle.png │ │ ├── Time Series Split.png │ │ ├── Untitled.png │ │ └── jason-leung-708875-unsplash.jpg ├── Clustering Neighborhouds │ ├── Battle of Cities.pdf │ ├── Clustering Neighborhoods.ipynb │ ├── Clustering Theory.docx │ ├── Clustering Theory.pdf │ └── map-clusters.jpg ├── Dimensionality Reduction │ ├── .ipynb_checkpoints │ │ ├── Factor Analysis-checkpoint.ipynb │ │ └── Principal Component Analysis-checkpoint.ipynb │ ├── Factor Analysis.ipynb │ ├── Latent Discriminant Analysis.ipynb │ ├── Principal Component Analysis.ipynb │ ├── diabetes.csv │ └── housing.csv ├── Encoding Categorical Features │ ├── Encoding Categorical Features.ipynb │ ├── test.csv │ └── train.csv ├── Feature Engineering with Dates │ ├── Feature-Engineering-with-Dates.ipynb │ └── dataset_with_dates.csv ├── Forecasting Wars - Classical Forecasting Methods vs Machine Learning │ ├── Forecasting Wars - Classical Forecasting Methods vs Machine Learning.ipynb │ └── data_for_tsa.csv ├── Machine Learning Algorithms from Scratch │ ├── .ipynb_checkpoints │ │ └── Linear Regression-checkpoint.ipynb │ ├── KNN.ipynb │ ├── Linear Regression.ipynb │ ├── Logistic Regression.ipynb │ ├── Naive Bayes.ipynb │ └── imgs │ │ ├── .ipynb_checkpoints │ │ └── gradient_descent-checkpoint.png │ │ ├── gradient_descent.png │ │ └── sigmoid.png ├── Marine-Species │ ├── 1. Web Scraping Marine Species.ipynb │ ├── 2. Marine Species Analysis.ipynb │ ├── 3. Analysis of 16 Fish Species.ipynb │ ├── 4. Species Analysis - Engraulis Encrasicolus.ipynb │ ├── 4. Species Analysis - Sardina Pilchardus.ipynb │ ├── 5. Species Prediction - Sardina Pilchardus.ipynb │ ├── PandasTutorial.ipynb │ ├── functions.py │ ├── imgs │ │ ├── Lophius budegassa.jpg │ │ ├── Merluccius merluccius.jpg │ │ ├── Micromesistius poutassou.jpg │ │ ├── Mullus barbatus.jpg │ │ ├── Mullus surmuletus.jpg │ │ ├── Pagellus erythrinus.jpg │ │ ├── Sardinella aurita.jpg │ │ ├── Scomber colias.jpg │ │ ├── Scomber scombrus.jpg │ │ ├── Solea solea.jpg │ │ ├── Spicara smaris.jpg │ │ ├── Thunnus thynnus.jpg │ │ ├── Xiphias gladius.jpg │ │ ├── boops.jpg │ │ ├── dataframes_visually.png │ │ ├── engraulis.jpg │ │ └── sardina.jpg │ ├── readme.md │ └── speciesDataset.csv ├── Model Explainability │ ├── .ipynb_checkpoints │ │ ├── ANALYSIS-AFTER MODEL-checkpoint.ipynb │ │ ├── Explain LGB-checkpoint.ipynb │ │ └── interpretable ML-checkpoint.ipynb │ ├── ANALYSIS-AFTER MODEL.ipynb │ ├── Explain LGB.ipynb │ ├── Life Expectancy Data.csv │ └── interpretable ML.ipynb ├── Normalization-Standardization │ ├── Normalization-Standardization.ipynb │ ├── test.csv │ └── train.csv ├── Outlier Detection │ ├── Outlier Detection - Theory, Visualizations and Code.ipynb │ ├── Pokemon.csv │ ├── banner.jpg │ ├── eisofo.png │ ├── eisofo_scores.png │ ├── isofo.png │ ├── isofo_areas.png │ ├── isofo_dist.png │ ├── lof_scores.png │ └── outlier_pokemon.png ├── Pandas Tutorial │ └── PandasTutorial.ipynb ├── Time Series Analysis and Forecasting │ ├── SoleaTimeSeriesDataset-Temperature-Salinity.csv │ ├── Time Series Analysis Theory.docx │ ├── Time Series Analysis.ipynb │ ├── Time Series Forecasting.ipynb │ ├── ~$me Series Analysis Theory.docx │ ├── ~WRL0930.tmp │ ├── ~WRL1344.tmp │ └── ~WRL2322.tmp ├── Topic Modeling on my Watched Movies │ ├── README.md │ ├── Topic Modeling on my Watched Movies.ipynb │ ├── ratings.csv │ └── ratings_enriched_with_wikipedia.csv └── Visualizations with Seaborn │ ├── Visualizations-with-Seaborn.ipynb │ ├── test.csv │ └── train.csv └── README.md /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/.DS_Store -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/.gitignore -------------------------------------------------------------------------------- /Generative AI/Fine-Tuning a Pre-trained LLM for Sentiment Classification/Fine_Tuning_a_Pre_trained_LLM_for_Sentiment_Classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Fine-Tuning a Pre-trained LLM for Sentiment Classification/Fine_Tuning_a_Pre_trained_LLM_for_Sentiment_Classification.ipynb -------------------------------------------------------------------------------- /Generative AI/Fine-Tuning a Pre-trained LLM for Sentiment Classification/data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Fine-Tuning a Pre-trained LLM for Sentiment Classification/data.csv -------------------------------------------------------------------------------- /Generative AI/How to create a RAG system step-by-step/How_to_create_a_RAG_step_by_step.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/How to create a RAG system step-by-step/How_to_create_a_RAG_step_by_step.ipynb -------------------------------------------------------------------------------- /Generative AI/How to do the Retrieval in Retrieval Augmented Generation (RAG)/How_to_do_the_Retrieval_in_Retrieval_Augmented_Generation_(RAG).ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/How to do the Retrieval in Retrieval Augmented Generation (RAG)/How_to_do_the_Retrieval_in_Retrieval_Augmented_Generation_(RAG).ipynb -------------------------------------------------------------------------------- /Generative AI/Introduction to Hugging Face Datasets/Introduction to Hugging Face Datasets.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Introduction to Hugging Face Datasets/Introduction to Hugging Face Datasets.ipynb -------------------------------------------------------------------------------- /Generative AI/Introduction to Hugging Face Datasets/dataset.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Introduction to Hugging Face Datasets/dataset.csv -------------------------------------------------------------------------------- /Generative AI/Introduction to Hugging Face Datasets/dataset.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Introduction to Hugging Face Datasets/dataset.json -------------------------------------------------------------------------------- /Generative AI/Introduction to Hugging Face Datasets/dataset.parquet: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Introduction to Hugging Face Datasets/dataset.parquet -------------------------------------------------------------------------------- /Generative AI/Introduction to Hugging Face Datasets/dataset_dict.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Introduction to Hugging Face Datasets/dataset_dict.json -------------------------------------------------------------------------------- /Generative AI/Introduction to Hugging Face Datasets/my_data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Introduction to Hugging Face Datasets/my_data.csv -------------------------------------------------------------------------------- /Generative AI/Introduction to Hugging Face Datasets/test/data-00000-of-00001.arrow: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Introduction to Hugging Face Datasets/test/data-00000-of-00001.arrow -------------------------------------------------------------------------------- /Generative AI/Introduction to Hugging Face Datasets/test/dataset_info.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Introduction to Hugging Face Datasets/test/dataset_info.json -------------------------------------------------------------------------------- /Generative AI/Introduction to Hugging Face Datasets/test/state.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Introduction to Hugging Face Datasets/test/state.json -------------------------------------------------------------------------------- /Generative AI/Introduction to Hugging Face Datasets/train/data-00000-of-00001.arrow: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Introduction to Hugging Face Datasets/train/data-00000-of-00001.arrow -------------------------------------------------------------------------------- /Generative AI/Introduction to Hugging Face Datasets/train/dataset_info.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Introduction to Hugging Face Datasets/train/dataset_info.json -------------------------------------------------------------------------------- /Generative AI/Introduction to Hugging Face Datasets/train/state.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Introduction to Hugging Face Datasets/train/state.json -------------------------------------------------------------------------------- /Generative AI/Introduction to Hugging Face Datasets/validation/data-00000-of-00001.arrow: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Introduction to Hugging Face Datasets/validation/data-00000-of-00001.arrow -------------------------------------------------------------------------------- /Generative AI/Introduction to Hugging Face Datasets/validation/dataset_info.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Introduction to Hugging Face Datasets/validation/dataset_info.json -------------------------------------------------------------------------------- /Generative AI/Introduction to Hugging Face Datasets/validation/state.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Introduction to Hugging Face Datasets/validation/state.json -------------------------------------------------------------------------------- /Generative AI/Mastering LLM Interactions/Mastering_LLM_Interactions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Mastering LLM Interactions/Mastering_LLM_Interactions.ipynb -------------------------------------------------------------------------------- /Generative AI/Traditional vs. Generative AI for Sentiment Classification/Traditional_vs_Generative_AI_for_Sentiment_Classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Traditional vs. Generative AI for Sentiment Classification/Traditional_vs_Generative_AI_for_Sentiment_Classification.ipynb -------------------------------------------------------------------------------- /Generative AI/Traditional vs. Generative AI for Sentiment Classification/data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Generative AI/Traditional vs. Generative AI for Sentiment Classification/data.csv -------------------------------------------------------------------------------- /Notebooks/10+1 Cross Validation Techniques Visualized/code.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/10+1 Cross Validation Techniques Visualized/code.ipynb -------------------------------------------------------------------------------- /Notebooks/10+1 Cross Validation Techniques Visualized/data_for_tsa.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/10+1 Cross Validation Techniques Visualized/data_for_tsa.csv -------------------------------------------------------------------------------- /Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Blocking Time Series Split.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Blocking Time Series Split.png -------------------------------------------------------------------------------- /Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Group K-Fold - Month.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Group K-Fold - Month.png -------------------------------------------------------------------------------- /Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Group K-Fold - Year.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Group K-Fold - Year.png -------------------------------------------------------------------------------- /Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Group K-Fold Leave One Group Out - Month.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Group K-Fold Leave One Group Out - Month.png -------------------------------------------------------------------------------- /Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Group K-Fold with Random Permutation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Group K-Fold with Random Permutation.png -------------------------------------------------------------------------------- /Notebooks/10+1 Cross Validation Techniques Visualized/imgs/K-Fold Cross Validation - No Shuffle.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/10+1 Cross Validation Techniques Visualized/imgs/K-Fold Cross Validation - No Shuffle.png -------------------------------------------------------------------------------- /Notebooks/10+1 Cross Validation Techniques Visualized/imgs/K-Fold Cross Validation - With Shuffle.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/10+1 Cross Validation Techniques Visualized/imgs/K-Fold Cross Validation - With Shuffle.png -------------------------------------------------------------------------------- /Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Purged K-Fold Cross Validation with Embargo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Purged K-Fold Cross Validation with Embargo.png -------------------------------------------------------------------------------- /Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Purged K-Fold Cross Validation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Purged K-Fold Cross Validation.png -------------------------------------------------------------------------------- /Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Random Permutation Cross Validation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Random Permutation Cross Validation.png -------------------------------------------------------------------------------- /Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Stratified K-Fold Cross Validation - No Shuffle.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Stratified K-Fold Cross Validation - No Shuffle.png -------------------------------------------------------------------------------- /Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Stratified K-Fold Cross Validation - With Shuffle.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Stratified K-Fold Cross Validation - With Shuffle.png -------------------------------------------------------------------------------- /Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Time Series Split.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Time Series Split.png -------------------------------------------------------------------------------- /Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Untitled.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/10+1 Cross Validation Techniques Visualized/imgs/Untitled.png -------------------------------------------------------------------------------- /Notebooks/10+1 Cross Validation Techniques Visualized/imgs/jason-leung-708875-unsplash.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/10+1 Cross Validation Techniques Visualized/imgs/jason-leung-708875-unsplash.jpg -------------------------------------------------------------------------------- /Notebooks/Clustering Neighborhouds/Battle of Cities.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Clustering Neighborhouds/Battle of Cities.pdf -------------------------------------------------------------------------------- /Notebooks/Clustering Neighborhouds/Clustering Neighborhoods.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Clustering Neighborhouds/Clustering Neighborhoods.ipynb -------------------------------------------------------------------------------- /Notebooks/Clustering Neighborhouds/Clustering Theory.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Clustering Neighborhouds/Clustering Theory.docx -------------------------------------------------------------------------------- /Notebooks/Clustering Neighborhouds/Clustering Theory.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Clustering Neighborhouds/Clustering Theory.pdf -------------------------------------------------------------------------------- /Notebooks/Clustering Neighborhouds/map-clusters.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Clustering Neighborhouds/map-clusters.jpg -------------------------------------------------------------------------------- /Notebooks/Dimensionality Reduction/.ipynb_checkpoints/Factor Analysis-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Dimensionality Reduction/.ipynb_checkpoints/Factor Analysis-checkpoint.ipynb -------------------------------------------------------------------------------- /Notebooks/Dimensionality Reduction/.ipynb_checkpoints/Principal Component Analysis-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Dimensionality Reduction/.ipynb_checkpoints/Principal Component Analysis-checkpoint.ipynb -------------------------------------------------------------------------------- /Notebooks/Dimensionality Reduction/Factor Analysis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Dimensionality Reduction/Factor Analysis.ipynb -------------------------------------------------------------------------------- /Notebooks/Dimensionality Reduction/Latent Discriminant Analysis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Dimensionality Reduction/Latent Discriminant Analysis.ipynb -------------------------------------------------------------------------------- /Notebooks/Dimensionality Reduction/Principal Component Analysis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Dimensionality Reduction/Principal Component Analysis.ipynb -------------------------------------------------------------------------------- /Notebooks/Dimensionality Reduction/diabetes.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Dimensionality Reduction/diabetes.csv -------------------------------------------------------------------------------- /Notebooks/Dimensionality Reduction/housing.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Dimensionality Reduction/housing.csv -------------------------------------------------------------------------------- /Notebooks/Encoding Categorical Features/Encoding Categorical Features.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Encoding Categorical Features/Encoding Categorical Features.ipynb -------------------------------------------------------------------------------- /Notebooks/Encoding Categorical Features/test.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Encoding Categorical Features/test.csv -------------------------------------------------------------------------------- /Notebooks/Encoding Categorical Features/train.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Encoding Categorical Features/train.csv -------------------------------------------------------------------------------- /Notebooks/Feature Engineering with Dates/Feature-Engineering-with-Dates.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Feature Engineering with Dates/Feature-Engineering-with-Dates.ipynb -------------------------------------------------------------------------------- /Notebooks/Feature Engineering with Dates/dataset_with_dates.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Feature Engineering with Dates/dataset_with_dates.csv -------------------------------------------------------------------------------- /Notebooks/Forecasting Wars - Classical Forecasting Methods vs Machine Learning/Forecasting Wars - Classical Forecasting Methods vs Machine Learning.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Forecasting Wars - Classical Forecasting Methods vs Machine Learning/Forecasting Wars - Classical Forecasting Methods vs Machine Learning.ipynb -------------------------------------------------------------------------------- /Notebooks/Forecasting Wars - Classical Forecasting Methods vs Machine Learning/data_for_tsa.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Forecasting Wars - Classical Forecasting Methods vs Machine Learning/data_for_tsa.csv -------------------------------------------------------------------------------- /Notebooks/Machine Learning Algorithms from Scratch/.ipynb_checkpoints/Linear Regression-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Machine Learning Algorithms from Scratch/.ipynb_checkpoints/Linear Regression-checkpoint.ipynb -------------------------------------------------------------------------------- /Notebooks/Machine Learning Algorithms from Scratch/KNN.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Machine Learning Algorithms from Scratch/KNN.ipynb -------------------------------------------------------------------------------- /Notebooks/Machine Learning Algorithms from Scratch/Linear Regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Machine Learning Algorithms from Scratch/Linear Regression.ipynb -------------------------------------------------------------------------------- /Notebooks/Machine Learning Algorithms from Scratch/Logistic Regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Machine Learning Algorithms from Scratch/Logistic Regression.ipynb -------------------------------------------------------------------------------- /Notebooks/Machine Learning Algorithms from Scratch/Naive Bayes.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Machine Learning Algorithms from Scratch/Naive Bayes.ipynb -------------------------------------------------------------------------------- /Notebooks/Machine Learning Algorithms from Scratch/imgs/.ipynb_checkpoints/gradient_descent-checkpoint.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Machine Learning Algorithms from Scratch/imgs/.ipynb_checkpoints/gradient_descent-checkpoint.png -------------------------------------------------------------------------------- /Notebooks/Machine Learning Algorithms from Scratch/imgs/gradient_descent.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Machine Learning Algorithms from Scratch/imgs/gradient_descent.png -------------------------------------------------------------------------------- /Notebooks/Machine Learning Algorithms from Scratch/imgs/sigmoid.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Machine Learning Algorithms from Scratch/imgs/sigmoid.png -------------------------------------------------------------------------------- /Notebooks/Marine-Species/1. Web Scraping Marine Species.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/1. Web Scraping Marine Species.ipynb -------------------------------------------------------------------------------- /Notebooks/Marine-Species/2. Marine Species Analysis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/2. Marine Species Analysis.ipynb -------------------------------------------------------------------------------- /Notebooks/Marine-Species/3. Analysis of 16 Fish Species.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/3. Analysis of 16 Fish Species.ipynb -------------------------------------------------------------------------------- /Notebooks/Marine-Species/4. Species Analysis - Engraulis Encrasicolus.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/4. Species Analysis - Engraulis Encrasicolus.ipynb -------------------------------------------------------------------------------- /Notebooks/Marine-Species/4. Species Analysis - Sardina Pilchardus.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/4. Species Analysis - Sardina Pilchardus.ipynb -------------------------------------------------------------------------------- /Notebooks/Marine-Species/5. Species Prediction - Sardina Pilchardus.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/5. Species Prediction - Sardina Pilchardus.ipynb -------------------------------------------------------------------------------- /Notebooks/Marine-Species/PandasTutorial.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/PandasTutorial.ipynb -------------------------------------------------------------------------------- /Notebooks/Marine-Species/functions.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/functions.py -------------------------------------------------------------------------------- /Notebooks/Marine-Species/imgs/Lophius budegassa.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/imgs/Lophius budegassa.jpg -------------------------------------------------------------------------------- /Notebooks/Marine-Species/imgs/Merluccius merluccius.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/imgs/Merluccius merluccius.jpg -------------------------------------------------------------------------------- /Notebooks/Marine-Species/imgs/Micromesistius poutassou.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/imgs/Micromesistius poutassou.jpg -------------------------------------------------------------------------------- /Notebooks/Marine-Species/imgs/Mullus barbatus.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/imgs/Mullus barbatus.jpg -------------------------------------------------------------------------------- /Notebooks/Marine-Species/imgs/Mullus surmuletus.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/imgs/Mullus surmuletus.jpg -------------------------------------------------------------------------------- /Notebooks/Marine-Species/imgs/Pagellus erythrinus.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/imgs/Pagellus erythrinus.jpg -------------------------------------------------------------------------------- /Notebooks/Marine-Species/imgs/Sardinella aurita.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/imgs/Sardinella aurita.jpg -------------------------------------------------------------------------------- /Notebooks/Marine-Species/imgs/Scomber colias.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/imgs/Scomber colias.jpg -------------------------------------------------------------------------------- /Notebooks/Marine-Species/imgs/Scomber scombrus.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/imgs/Scomber scombrus.jpg -------------------------------------------------------------------------------- /Notebooks/Marine-Species/imgs/Solea solea.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/imgs/Solea solea.jpg -------------------------------------------------------------------------------- /Notebooks/Marine-Species/imgs/Spicara smaris.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/imgs/Spicara smaris.jpg -------------------------------------------------------------------------------- /Notebooks/Marine-Species/imgs/Thunnus thynnus.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/imgs/Thunnus thynnus.jpg -------------------------------------------------------------------------------- /Notebooks/Marine-Species/imgs/Xiphias gladius.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/imgs/Xiphias gladius.jpg -------------------------------------------------------------------------------- /Notebooks/Marine-Species/imgs/boops.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/imgs/boops.jpg -------------------------------------------------------------------------------- /Notebooks/Marine-Species/imgs/dataframes_visually.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/imgs/dataframes_visually.png -------------------------------------------------------------------------------- /Notebooks/Marine-Species/imgs/engraulis.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/imgs/engraulis.jpg -------------------------------------------------------------------------------- /Notebooks/Marine-Species/imgs/sardina.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/imgs/sardina.jpg -------------------------------------------------------------------------------- /Notebooks/Marine-Species/readme.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/readme.md -------------------------------------------------------------------------------- /Notebooks/Marine-Species/speciesDataset.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Marine-Species/speciesDataset.csv -------------------------------------------------------------------------------- /Notebooks/Model Explainability/.ipynb_checkpoints/ANALYSIS-AFTER MODEL-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Model Explainability/.ipynb_checkpoints/ANALYSIS-AFTER MODEL-checkpoint.ipynb -------------------------------------------------------------------------------- /Notebooks/Model Explainability/.ipynb_checkpoints/Explain LGB-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Model Explainability/.ipynb_checkpoints/Explain LGB-checkpoint.ipynb -------------------------------------------------------------------------------- /Notebooks/Model Explainability/.ipynb_checkpoints/interpretable ML-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Model Explainability/.ipynb_checkpoints/interpretable ML-checkpoint.ipynb -------------------------------------------------------------------------------- /Notebooks/Model Explainability/ANALYSIS-AFTER MODEL.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Model Explainability/ANALYSIS-AFTER MODEL.ipynb -------------------------------------------------------------------------------- /Notebooks/Model Explainability/Explain LGB.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Model Explainability/Explain LGB.ipynb -------------------------------------------------------------------------------- /Notebooks/Model Explainability/Life Expectancy Data.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Model Explainability/Life Expectancy Data.csv -------------------------------------------------------------------------------- /Notebooks/Model Explainability/interpretable ML.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Model Explainability/interpretable ML.ipynb -------------------------------------------------------------------------------- /Notebooks/Normalization-Standardization/Normalization-Standardization.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Normalization-Standardization/Normalization-Standardization.ipynb -------------------------------------------------------------------------------- /Notebooks/Normalization-Standardization/test.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Normalization-Standardization/test.csv -------------------------------------------------------------------------------- /Notebooks/Normalization-Standardization/train.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Normalization-Standardization/train.csv -------------------------------------------------------------------------------- /Notebooks/Outlier Detection/Outlier Detection - Theory, Visualizations and Code.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Outlier Detection/Outlier Detection - Theory, Visualizations and Code.ipynb -------------------------------------------------------------------------------- /Notebooks/Outlier Detection/Pokemon.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Outlier Detection/Pokemon.csv -------------------------------------------------------------------------------- /Notebooks/Outlier Detection/banner.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Outlier Detection/banner.jpg -------------------------------------------------------------------------------- /Notebooks/Outlier Detection/eisofo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Outlier Detection/eisofo.png -------------------------------------------------------------------------------- /Notebooks/Outlier Detection/eisofo_scores.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Outlier Detection/eisofo_scores.png -------------------------------------------------------------------------------- /Notebooks/Outlier Detection/isofo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Outlier Detection/isofo.png -------------------------------------------------------------------------------- /Notebooks/Outlier Detection/isofo_areas.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Outlier Detection/isofo_areas.png -------------------------------------------------------------------------------- /Notebooks/Outlier Detection/isofo_dist.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Outlier Detection/isofo_dist.png -------------------------------------------------------------------------------- /Notebooks/Outlier Detection/lof_scores.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Outlier Detection/lof_scores.png -------------------------------------------------------------------------------- /Notebooks/Outlier Detection/outlier_pokemon.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Outlier Detection/outlier_pokemon.png -------------------------------------------------------------------------------- /Notebooks/Pandas Tutorial/PandasTutorial.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Pandas Tutorial/PandasTutorial.ipynb -------------------------------------------------------------------------------- /Notebooks/Time Series Analysis and Forecasting/SoleaTimeSeriesDataset-Temperature-Salinity.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Time Series Analysis and Forecasting/SoleaTimeSeriesDataset-Temperature-Salinity.csv -------------------------------------------------------------------------------- /Notebooks/Time Series Analysis and Forecasting/Time Series Analysis Theory.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Time Series Analysis and Forecasting/Time Series Analysis Theory.docx -------------------------------------------------------------------------------- /Notebooks/Time Series Analysis and Forecasting/Time Series Analysis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Time Series Analysis and Forecasting/Time Series Analysis.ipynb -------------------------------------------------------------------------------- /Notebooks/Time Series Analysis and Forecasting/Time Series Forecasting.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Time Series Analysis and Forecasting/Time Series Forecasting.ipynb -------------------------------------------------------------------------------- /Notebooks/Time Series Analysis and Forecasting/~$me Series Analysis Theory.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Time Series Analysis and Forecasting/~$me Series Analysis Theory.docx -------------------------------------------------------------------------------- /Notebooks/Time Series Analysis and Forecasting/~WRL0930.tmp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Time Series Analysis and Forecasting/~WRL0930.tmp -------------------------------------------------------------------------------- /Notebooks/Time Series Analysis and Forecasting/~WRL1344.tmp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Time Series Analysis and Forecasting/~WRL1344.tmp -------------------------------------------------------------------------------- /Notebooks/Time Series Analysis and Forecasting/~WRL2322.tmp: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /Notebooks/Topic Modeling on my Watched Movies/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Topic Modeling on my Watched Movies/README.md -------------------------------------------------------------------------------- /Notebooks/Topic Modeling on my Watched Movies/Topic Modeling on my Watched Movies.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Topic Modeling on my Watched Movies/Topic Modeling on my Watched Movies.ipynb -------------------------------------------------------------------------------- /Notebooks/Topic Modeling on my Watched Movies/ratings.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Topic Modeling on my Watched Movies/ratings.csv -------------------------------------------------------------------------------- /Notebooks/Topic Modeling on my Watched Movies/ratings_enriched_with_wikipedia.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Topic Modeling on my Watched Movies/ratings_enriched_with_wikipedia.csv -------------------------------------------------------------------------------- /Notebooks/Visualizations with Seaborn/Visualizations-with-Seaborn.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Visualizations with Seaborn/Visualizations-with-Seaborn.ipynb -------------------------------------------------------------------------------- /Notebooks/Visualizations with Seaborn/test.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Visualizations with Seaborn/test.csv -------------------------------------------------------------------------------- /Notebooks/Visualizations with Seaborn/train.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/Notebooks/Visualizations with Seaborn/train.csv -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Deffro/Data-Science-Portfolio/HEAD/README.md --------------------------------------------------------------------------------