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AI-Playground

Supervised Learning

Title Keywords Dataset
Airline-Passenger-Prediction-RNN-LSTM Neural Network-Recurrent Neural Network (RNN)-Long Short Term Memory (LSTM)-Time Series data AirPassengers
Annual-Medical-Expense-Prediction-Linear-Regression Linear Regression-SGDRegressor-Data Analysis-Visualization-Correlation Analysis-Feature Selection(Brute)-Multiple Regression-Feature Scaling Medical Cost Personal Datasets
Bank-Customer-Retainment-Prediction-ANN Artificial Neural Network(ANN)-Classification-Grid Search Churn Modelling
Beer-Score-Prediction-Multiple-Linear-Regression Linear Regression Beer Scores
Car-Resale-Value-Prediction Regression-User_Interface-Flask-IBM_Cloud-IBM_Watson-HTML-CSS-Wandb Custom Dataset
Chatbot-Knowledge-Graph-RDF RDF-Knowledge Graph Custom Dataset
Chatbot-Text-ANN Artificial Neural Network (ANN)-Natural Language Processing (NLP)-Natural Language Toolkit (NLTK)-Tkinter-Flask Custom Dataset
Chatbot-Voice-ANN Artificial Neural Network (ANN)-Natural Language Processing (NLP)-Google Text To Speech(GTTS)-Speech Recognition-Streamlit Custom Dataset
Classification-Cifar10-Dataset-CNN Classification-Image-Convolutional Neural Network(CNN) Cifar10
Data-Analysis-Stack-Overflow-Survey-2020 Exploratory Data Analysis(EDA)-Cleaning and Preparing-Visualization-Q&A Stack Overflow Annual Developer Survey
Diabetic-Prediction-Logistic-Regression Classification-Logistic Regression-Visualization-Analysis-Feature Selection Diabetics
Dogs-Cats-Classification-CNN Augmentation-Transfer Learning-VGG16-Image-Convolutional Neural Network(CNN)-Checkpoint-Early Stopping-Classification Custom Dataset
Drug-Stores-Sales-Prediction-XGBoost XGBoost-Regression-KFold-Feature Engineering-Feature Importance-Hyper Parameter Tuning Rossmann Store Sales
Dumb-Dataset-Linear-Regression Linear Regression Custom Dataset
Emotion-Recognition-HaarCascade Classification-Convolutional Neural Network(CNN)-Image-Video Custom Dataset
Face-Detection-HaarCascade Detection-OpenCV-HaarCascade-Image-Video Custom Dataset
Face-Recognition-DLIB Recognition-OpenCV-Image-Video Custom Dataset
Face-Recognition-LBPH-DLIB Recognition-OpenCV-LBPH-DLIB-Image-Video Custom Dataset
Face-Recognition-LBPH Recognition-LBPH-Image-Video-OpenCV Custom Dataset
Fashion-Image-Classification-CNN Convolutional Neural Network (CNN) - Image - Classification Fashion Product Images Dataset
Fashion-MNIST-Classification-ANN Classification-Image-Early Stop-Tensorflow-Artificial Neural Network(ANN)-Keras Fashion MNIST
Fashion-MNIST-Classification-CNN Classification-Image-Convolutional Neural Network(CNN)-Early Stop-Tensorflow-Keras Fashion MNIST
Fly-Dubai-Stationarity-Analysis Statistics-Time Series Data-Stationarity-Augmented Dickey Fuller Test (ADF)-Kwiatkowski Phillips Schmidt Shin Test (KPSS)-Zivot Andrews Test Custom Dataset
Gesture-And-Action-Recognition Recognition-Image-Video-OpenCV-Caffe Framework Custom Dataset
Google-Stock-Price-Prediction-RNN Recurrent Neural Network(RNN)-Long Short Term Memory(LSTM)-Time Series Google Stock Price
Homer-Bart-Classification-ANN-Feature-Extraction-CNN-Transfer-Learning Artificial Neural Network(ANN)-Convolutional Neural Network(CNN)-Feature Extraction-Transfer Learning-Classification-Image-ResNet50-Image Custom Dataset
Iris-Classification-KNearestNeighbors Classification-KNearest Neighbour(KNN) Iris Dataset
Multi-Collinearity-Handling-PCA Principal Component Analysis(PCA)-Multi Collinearity Diamonds
Object-Detection-YOLO Darknet-YOLO-Detection-Parameter Tuning-Image-Video Custom Dataset
Object-Tracker-CSRT OpenCV-CSRT-Video Custom Dataset
Object-Tracker-KCF OpenCV-Video0KCF Custom Dataset
Profit-Prediction-Linear-Regression Linear Regression Custom Dataset
Rain-Prediction-Decision-Tree-Random-Forests Decision Tree-Random Forest-Classification-Feature Importance-Hyperparameter Tuning-Overfitting Rain in Australia
Rain-Prediction-Decision-Tree Classification-Decision Tree-Feature Importance-Hyperparameter Tuning-Overfitting Rain in Australia
Rain-Prediction-Logistic-Regression Classification-Logistic Regression-Exploratory Data Analysis(EDA)-Visualization Rain in Australia
Real-Estate-Price-Prediction-Linear-Regression Linear Regression-Analysis-Visualization Real Estate
Salary-Prediction-Linear-Regression Linear Regression Salary Data
Salary-Prediction-Polynomial-Regression Ploynomial Regression Salary Data
Salary-Prediction-SVR Regression-Support Vector Machine(SVM)-Support Vector Regression (SVR) Salary Data
Sentiment-Prediction-of-Amazon-Customer Natural Language Processing (NLP)-Classification-Logistic Regression-Grid Search CV-Up Sampling Amazon Reviews for Sentiment Analysis
Social-Network-Ad-Purchase-Prediction-Decision-Tree Classification-Decision Tree Social Network Ads
Social-Network-Ad-Purchase-Prediction-KNN Classification-KNearest Neighbour (KNN) Social Network Ads
Social-Network-Ad-Purchase-Prediction-Kernel-SVM Classification-Kernel Support Vector Machine (Kernel SVM)-Support Vector Classification (SVC) Social Network Ads
Social-Network-Ad-Purchase-Prediction-Logistic-Regression Classification-Logistic Regression-Model Intelligence Social Network Ads
Social-Network-Ad-Purchase-Prediction-Naive-Bayes Classification-Naive Bayes-Gaussian Naive Bayes (GaussianNB) Social Network Ads
Social-Network-Ad-Purchase-Prediction-Random-Forest Classification-Random Forest Social Network Ads
Social-Network-Ad-Purchase-Prediction-SVM Classification-Support Vector Machine(SVM)-Support Vector Clasification (SVC) Social Network Ads
Startup-Profit-Prediction-Multiple-Linear-Regression Linear Regression 50 Startups
Titanic-Classification-AdaBoost-GradientBoosting Classification-Gradient Boosting-AdaBoost-KFold-Grid Search CV Titanic Dataset
Titanic-Survivors-Prediction-Random-Forest-Classifier Classifier-Random Forest Titanic Dataset
USA-Housing-Price-Prediction-Linear-Regression Linear Regression-Visualization-Exploratory Data Analysis(EDA) USA House Prices
Various-Object-Detection HaarCascade-Object Detection-OpenCV-Convolutional Neural Network (CNN)-Image-Video-HOG Custom Dataset
WHO-Life-Expectancy-Regression Linear Regression-KFold-Grid Search CV-Decision Tree-Random Forest-Lasso Regression-XGBBoost-Data Cleaning-Analysis-Feature Engineering Life Expectancy (WHO)
Weight-Prediction-Simple-Linear-Regression Linear Regression Weight Height Dataset

Unsupervised Learning

Title Keywords Dataset
Anime-Face-Generation-GAN Image-Generative Adversarial Network (GAN)-Torch-Wandb-Deep Neural Network(DNN) Anime GAN Lite
Celeba-Face-Generation-GAN Image-Generative Adversarial Network (GAN)-Torch-Wandb-Deep Neural Network(DNN) CelebFaces Attributes (CelebA) Dataset
Clustering-Fashion-Dataset Principal Component Analysis (PCA)-Clustering-KMeans Fashion Product Images Dataset
Clustering-Mall-Customers-Hierarchical Clustering-Agglomerative Clustering-Dendogram-Hierarchical Mall Customer Segmentation Data
Clustering-Mall-Customers-KMeans Clustering-Elbow Method-KMeans Mall Customer Segmentation Data
Deep-Dream Image-Convolutional Neural Network (CNN)-Transfer Learning-InceptionV3 Custom Dataset
Encode-Decode-Fashion-MNIST-Convolutional-Autoencoders Convolution-Encode-Decode-Image Fashion MNIST
Encode-Decode-MNIST-Digits-Autoencoders Artificial Neural Network(ANN)-Encode-Decode-Image Fashion MNIST
Fashion-Generation-GAN Artificial Neural Network(ANN)-Generative Adversarial Network (GAN)-Image-Wandb Fashion Product Images Dataset (Small)

Fashion Product Images Dataset (Big)
Fashion-MNIST-Conditional-GAN Conditional Generative Adversarial Network (CGAN)-Image-MNIST-Fashion Fashion MNIST
Generating-Images-From-Text-Transfer-Learning-CLIP CLIP-Generative Adversarial Network (GAN)-Image-Video Custom Dataset
Iris-Clustering-Dimensionality-Reduction Dimensionality Reduction-KMeans-DBScan-Principal Component Analysis (PCA)-Elbow Method Iris Dataset
MNIST-Digits-GAN Image-Generative Adversarial Network (GAN)-Torch-Wandb-Deep Neural Network(DNN) MNIST Digits
Shop-Products-Association-Apriori Association Rule-Apriori Market Basket Optimisation
Shop-Products-Association-Eclat Association Rule-Eclat Market Basket Optimisation
Style-Transfer Style Transfer-Transfer Learning-VGG19-Imagenet-Deep Neural Network(DNN) Custom Dataset

Semi-Supervised Learning

Title Keywords Dataset
Clustering-Classification-Fashion Dataset Clustering-Classification-Image-VGG16-Transfer Learning-Keras-KMeans-Principal Component Analysis (PCA)-Convolutional Neural Network (CNN) Fashion Product Images Dataset

Reinforcement Learning

Title Keywords Dataset
Upper-Confidence-Bound Upper Confidence Bound (UCB) Custom Dataset