Skip to content

This repository serves as a display of my proficiency in data science, Machine Learning, and Deep Learning, with projects and works that illustrate my abilities and understanding in these areas. From Machine Learning techniques to Deep Learning models, I have a wealth of knowledge and experience to offer in this domains.

Notifications You must be signed in to change notification settings

avinash-218/AI-Playground

Repository files navigation

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

About

This repository serves as a display of my proficiency in data science, Machine Learning, and Deep Learning, with projects and works that illustrate my abilities and understanding in these areas. From Machine Learning techniques to Deep Learning models, I have a wealth of knowledge and experience to offer in this domains.

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages