Data Science Practice Projects
📦Practice_Projects ┣ 📂Ads_CTR_Optimisation ┃ ┣ 📜Ads_CTR_Optimisation.csv ┃ ┣ 📜Ads_CTR_Optimisation.html ┃ ┣ 📜Ads_CTR_Optimisation.ipynb ┃ ┣ 📜README.md ┃ ┣ 📜Thompson_Sampling_Slide_1.png ┃ ┣ 📜Thompson_Sampling_Slide_2.png ┃ ┣ 📜Thompson_Sampling_Slide_3.png ┃ ┣ 📜Thompson_Sampling_Slide_4.png ┃ ┣ 📜UCB_Algorithm_Slide_1.png ┃ ┗ 📜UCB_Algorithm_Slide_2.png ┣ 📂ANN ┃ ┣ 📜README.md ┃ ┣ 📜RedWineQuality.html ┃ ┣ 📜RedWineQuality.ipynb ┃ ┗ 📜winequality-red.csv ┣ 📂AutoEncoder ┃ ┣ 📜AutoEncoder.html ┃ ┣ 📜AutoEncoder.ipynb ┃ ┣ 📜ImageColorization.html ┃ ┣ 📜ImageColorization.ipynb ┃ ┣ 📜ImageColorizationV0.ipynb ┃ ┣ 📜README.md ┃ ┣ 📜RecommenderSystem.html ┃ ┣ 📜RecommenderSystem.ipynb ┃ ┣ 📜ReverseImageSearch.html ┃ ┗ 📜ReverseImageSearch.ipynb ┣ 📂BoltzmannMachines ┃ ┣ 📜RBM.html ┃ ┣ 📜RBM.ipynb ┃ ┗ 📜README.md ┣ 📂CNN ┃ ┣ 📂ColorClassification ┃ ┃ ┣ 📜ColorClassification.html ┃ ┃ ┣ 📜ColorClassification.ipynb ┃ ┃ ┣ 📜red.jpg ┃ ┃ ┗ 📜wikipedia_color_names.csv ┃ ┣ 📂DogsVsCats ┃ ┃ ┣ 📜cat1.jpg ┃ ┃ ┣ 📜DogsVsCats.html ┃ ┃ ┗ 📜DogsVsCats.ipynb ┃ ┣ 📂FaceDetection ┃ ┃ ┣ 📜embedding_model.h5 ┃ ┃ ┣ 📜FaceDetection.html ┃ ┃ ┣ 📜FaceDetection.ipynb ┃ ┃ ┣ 📜siamese.png ┃ ┃ ┣ 📜SiameseNetworkWithTripletLoss.html ┃ ┃ ┣ 📜SiameseNetworkWithTripletLoss.ipynb ┃ ┃ ┗ 📜siamese_model.h5 ┃ ┣ 📂FashionMNIST ┃ ┃ ┣ 📜cp.h5 ┃ ┃ ┣ 📜FashionMNIST.html ┃ ┃ ┣ 📜FashionMNIST.ipynb ┃ ┃ ┗ 📜model.h5 ┃ ┣ 📂HorsesVsHumans ┃ ┃ ┣ 📜horse1.jpg ┃ ┃ ┣ 📜HorsesVsHumans.html ┃ ┃ ┗ 📜HorsesVsHumans.ipynb ┃ ┣ 📂IntelImageClassification ┃ ┃ ┣ 📜img1.jpg ┃ ┃ ┣ 📜IntelImageClassification.html ┃ ┃ ┗ 📜IntelImageClassification.ipynb ┃ ┣ 📂NeuralStyleTransfer ┃ ┃ ┣ 📜NeuralStyleTransfer.html ┃ ┃ ┣ 📜NeuralStyleTransfer.ipynb ┃ ┃ ┣ 📜NeuralStyleTransfer1.png ┃ ┃ ┣ 📜NeuralStyleTransfer2.png ┃ ┃ ┣ 📜NeuralStyleTransfer3.png ┃ ┃ ┣ 📜VassilyKandinsky.jpg ┃ ┃ ┗ 📜YellowLabrador.jpg ┃ ┣ 📂RCNN ┃ ┃ ┣ 📜R_CNN.html ┃ ┃ ┣ 📜R_CNN.ipynb ┃ ┃ ┗ 📜volvo_cars_employees_2019_sub_hero.webp ┃ ┣ 📂SignLanguageMNIST ┃ ┃ ┣ 📜SignLanguageMNIST.html ┃ ┃ ┗ 📜SignLanguageMNIST.ipynb ┃ ┣ 📂TensorFlowForPoets ┃ ┃ ┣ 📜Flowers.html ┃ ┃ ┣ 📜Flowers.ipynb ┃ ┃ ┗ 📜roses1.jpg ┃ ┣ 📂YOLO ┃ ┃ ┣ 📜coco.names ┃ ┃ ┣ 📜test.jpg ┃ ┃ ┣ 📜YOLO.html ┃ ┃ ┣ 📜YOLO.ipynb ┃ ┃ ┣ 📜yolov3-tiny.cfg ┃ ┃ ┗ 📜yolov3.cfg ┃ ┗ 📜README.md ┣ 📂Credit_Card_Analysis ┃ ┣ 📜CC GENERAL.csv ┃ ┣ 📜Credit_Card_Analysis_HC.html ┃ ┣ 📜Credit_Card_Analysis_HC.ipynb ┃ ┣ 📜Credit_Card_Analysis_KMeans.html ┃ ┣ 📜Credit_Card_Analysis_KMeans.ipynb ┃ ┗ 📜README.md ┣ 📂Credit_Card_Fraud_Detection ┃ ┣ 📜creditcardfraud.zip ┃ ┣ 📜Credit_Card_Fraud_Detection.html ┃ ┣ 📜Credit_Card_Fraud_Detection.ipynb ┃ ┗ 📜README.md ┣ 📂Doctor_Fees_Prediction ┃ ┣ 📜Doctor_Fees_Prediction.html ┃ ┣ 📜Doctor_Fees_Prediction.ipynb ┃ ┣ 📜Final_Test.xlsx ┃ ┣ 📜Final_Train.xlsx ┃ ┗ 📜README.md ┣ 📂Market_Basket_Optimisation ┃ ┣ 📜Apriori Algorithm in R.pdf ┃ ┣ 📜Market_Basket_Analysis_(Kaggle_Solution).ipynb ┃ ┣ 📜Market_Basket_Optimisation.csv ┃ ┣ 📜Market_Basket_Optimisation.html ┃ ┣ 📜Market_Basket_Optimisation.ipynb ┃ ┗ 📜README.md ┣ 📂NLP ┃ ┣ 📜ConvSentimentAnalysis.html ┃ ┣ 📜ConvSentimentAnalysis.ipynb ┃ ┣ 📜Dataset.tsv ┃ ┣ 📜README.md ┃ ┣ 📜Sentiment_Analysis.html ┃ ┗ 📜Sentiment_Analysis.ipynb ┣ 📂OpenCV ┃ ┣ 📂Haarcascades ┃ ┃ ┣ 📜haarcascade_car.xml ┃ ┃ ┣ 📜haarcascade_eye.xml ┃ ┃ ┣ 📜haarcascade_frontalface_default.xml ┃ ┃ ┗ 📜haarcascade_fullbody.xml ┃ ┣ 📂images ┃ ┃ ┣ 📂exposures ┃ ┃ ┃ ┣ 📜list.txt ┃ ┃ ┃ ┣ 📜memorial00.png ┃ ┃ ┃ ┣ 📜memorial01.png ┃ ┃ ┃ ┣ 📜memorial02.png ┃ ┃ ┃ ┣ 📜memorial03.png ┃ ┃ ┃ ┣ 📜memorial04.png ┃ ┃ ┃ ┣ 📜memorial05.png ┃ ┃ ┃ ┣ 📜memorial06.png ┃ ┃ ┃ ┣ 📜memorial07.png ┃ ┃ ┃ ┣ 📜memorial08.png ┃ ┃ ┃ ┣ 📜memorial09.png ┃ ┃ ┃ ┣ 📜memorial10.png ┃ ┃ ┃ ┣ 📜memorial11.png ┃ ┃ ┃ ┣ 📜memorial12.png ┃ ┃ ┃ ┣ 📜memorial13.png ┃ ┃ ┃ ┣ 📜memorial14.png ┃ ┃ ┃ ┗ 📜memorial15.png ┃ ┃ ┣ 📂faces ┃ ┃ ┣ 📜4star.jpg ┃ ┃ ┣ 📜abraham.jpg ┃ ┃ ┣ 📜abraham_mask.png ┃ ┃ ┣ 📜apple.jpg ┃ ┃ ┣ 📜blob.jpg ┃ ┃ ┣ 📜blobs.jpg ┃ ┃ ┣ 📜bottlecaps.jpg ┃ ┃ ┣ 📜bunchofshapes.jpg ┃ ┃ ┣ 📜cars.avi ┃ ┃ ┣ 📜chess.jpg ┃ ┃ ┣ 📜digits.png ┃ ┃ ┣ 📜elephant.jpg ┃ ┃ ┣ 📜gradient.jpg ┃ ┃ ┣ 📜hand.jpg ┃ ┃ ┣ 📜Hillary.jpg ┃ ┃ ┣ 📜hough-transform.jpg ┃ ┃ ┣ 📜house.jpg ┃ ┃ ┣ 📜input.jpg ┃ ┃ ┣ 📜lena.jpg ┃ ┃ ┣ 📜mask.jpg ┃ ┃ ┣ 📜numbers.jpg ┃ ┃ ┣ 📜obama.jpg ┃ ┃ ┣ 📜orange.jpg ┃ ┃ ┣ 📜Rohit_Photo.jpg ┃ ┃ ┣ 📜scan.jpg ┃ ┃ ┣ 📜shapes.jpg ┃ ┃ ┣ 📜shapestomatch.jpg ┃ ┃ ┣ 📜shapes_donut.jpg ┃ ┃ ┣ 📜soduku.jpg ┃ ┃ ┣ 📜someshapes.jpg ┃ ┃ ┣ 📜Sunflowers.jpg ┃ ┃ ┣ 📜thunder.jpg ┃ ┃ ┣ 📜Trump.jpg ┃ ┃ ┣ 📜waldo.jpg ┃ ┃ ┣ 📜WaldoBeach.jpg ┃ ┃ ┗ 📜walking.avi ┃ ┣ 📜Basics (Matplotlib).html ┃ ┣ 📜Basics (Matplotlib).ipynb ┃ ┣ 📜Basics.html ┃ ┣ 📜Basics.ipynb ┃ ┣ 📜BLOB.html ┃ ┣ 📜BLOB.ipynb ┃ ┣ 📜Computational_Photography.html ┃ ┣ 📜Computational_Photography.ipynb ┃ ┣ 📜Contours.html ┃ ┣ 📜Contours.ipynb ┃ ┣ 📜HAAR Cascade Classifiers.html ┃ ┣ 📜HAAR Cascade Classifiers.ipynb ┃ ┣ 📜Hough.html ┃ ┣ 📜Hough.ipynb ┃ ┣ 📜LandMarks.html ┃ ┣ 📜LandMarks.ipynb ┃ ┣ 📜letter-recognition.data ┃ ┣ 📜Object Tracking.html ┃ ┣ 📜Object Tracking.ipynb ┃ ┣ 📜Object_Detection.html ┃ ┣ 📜Object_Detection.ipynb ┃ ┣ 📜OCR using ML.html ┃ ┣ 📜OCR using ML.ipynb ┃ ┣ 📜README.md ┃ ┗ 📜shape_predictor_68_face_landmarks.dat ┣ 📂Placement_Predictor ┃ ┣ 📜PlacementPredictor.html ┃ ┣ 📜PlacementPredictor.ipynb ┃ ┣ 📜PlacementPredictor.pdf ┃ ┣ 📜Placement_Data_Full_Class.csv ┃ ┗ 📜README.md ┣ 📂Recommender_System ┃ ┣ 📜Cold_Start.JPG ┃ ┣ 📜Correlation.JPG ┃ ┣ 📜cosine.png ┃ ┣ 📜movie_id_titles.csv ┃ ┣ 📜README.md ┃ ┣ 📜Recommendation_System_(Kaggle_Solution).ipynb ┃ ┣ 📜Recommendation_System_1.html ┃ ┣ 📜Recommendation_System_1.ipynb ┃ ┣ 📜Recommendation_System_2.html ┃ ┣ 📜Recommendation_System_2.ipynb ┃ ┣ 📜tmdb_5000_credits.csv ┃ ┣ 📜tmdb_5000_movies.csv ┃ ┣ 📜user_rating.tsv ┃ ┗ 📜Wikipedia_Example.JPG ┣ 📂RL_Intuition ┃ ┣ 📜CartPole-v0.html ┃ ┣ 📜CartPole-v0.ipynb ┃ ┣ 📜Deep_Q-Network.jpg ┃ ┣ 📜edX - Reinforcement Learning Explained.zip ┃ ┣ 📜Escape_Room.py ┃ ┣ 📜FrozenLake-v0.html ┃ ┣ 📜FrozenLake-v0.ipynb ┃ ┗ 📜README.md ┣ 📂Sequence_Models ┃ ┣ 📂Emojify ┃ ┃ ┣ 📜Emojify.html ┃ ┃ ┣ 📜Emojify.ipynb ┃ ┃ ┣ 📜emojify_data.csv ┃ ┃ ┣ 📜test_emoji.csv ┃ ┃ ┗ 📜train_emoji.csv ┃ ┣ 📂IMDB_Reviews ┃ ┃ ┣ 📜IMDB_Reviews.html ┃ ┃ ┗ 📜IMDB_Reviews.ipynb ┃ ┣ 📂NeuralMachineTraslation ┃ ┃ ┣ 📜Seq_to_Seq.html ┃ ┃ ┗ 📜Seq_to_Seq.ipynb ┃ ┣ 📂ShakespeareSonnets ┃ ┃ ┣ 📜ShakespeareSonnets.html ┃ ┃ ┣ 📜ShakespeareSonnets.ipynb ┃ ┃ ┗ 📜sonnet.txt ┃ ┣ 📂TextProcessing ┃ ┃ ┣ 📜SarcasmHeadlinesDataset.zip ┃ ┃ ┣ 📜TextProcessing.html ┃ ┃ ┗ 📜TextProcessing.ipynb ┃ ┣ 📂TransferLearning ┃ ┃ ┣ 📜GloVe.html ┃ ┃ ┗ 📜GloVe.ipynb ┃ ┗ 📜README.md ┣ 📂SOM ┃ ┣ 📜Credit_Card_Applications.csv ┃ ┣ 📜README.md ┃ ┣ 📜SelfOrganizingMap.html ┃ ┗ 📜SelfOrganizingMap.ipynb ┣ 📂TensorFlow ┃ ┣ 📂models ┃ ┃ ┣ 📜checkpoint ┃ ┃ ┣ 📜first_model.ckpt.data-00000-of-00001 ┃ ┃ ┣ 📜first_model.ckpt.index ┃ ┃ ┗ 📜first_model.ckpt.meta ┃ ┣ 📜auto-mpg.data ┃ ┣ 📜Classification_Diabetes.html ┃ ┣ 📜Classification_Diabetes.ipynb ┃ ┣ 📜Manual_Neural_Network.html ┃ ┣ 📜Manual_Neural_Network.ipynb ┃ ┣ 📜pima_indians_diabetes.csv ┃ ┣ 📜README.md ┃ ┣ 📜Regression_AutoMPG.html ┃ ┣ 📜Regression_AutoMPG.ipynb ┃ ┣ 📜TensorFlow_Basics.html ┃ ┗ 📜TensorFlow_Basics.ipynb ┗ 📜README.md