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OSegun/Zummit-Africa-ML-AL-Projects

Type de record:

project
Créateur:
OSe
Hôte:
All executed machine learning and deep learning projects at Zummit Africa # Zummit-Africa-ML-AL-Projects A compilation of Oluwasegun Odusina's executed machine learning and deep learning projects while at Zummit Africa as a junior data scientist. ## Table of Content: - Supervised Machine Learning - Unsupervised Machine Learning - Computer Vision Deep Learning - Deep Learning - Team Project - Model & Deployment ### Supervised-Machine-Learning - Regression Models Linear, Ridge Regression, Random Forest Regressor and the XGBRegressor models to predict the housing price based on certain factors. - Linear Regression Linear Regression model to predict the housing price based on certain factors. - RandomForestRegressor model RandomForestRegressor model to predict the housing price of Melbourne. - Classification models Classification Model Comparison with Red Wine Dataset using Random Forest Classifier, Support Vector Machines (SVMs), KNeighborsClassifier(KNN), Decision Tree Classifier, Naive Bayes. - Email Classification model Classify email coming in to be either spam or not spam. ### Unsupervised-Machine-Learning - KNeighborsClassification model Predicting heart disease with KNN GridSearchCV Hyperparameter. ### Computer-Vision-Deep-Learning - Face Recognition model Image CLassification with VGG16 transfer learning from keras on Pinterest celebrities image dataset by Kaggle. - Emotion Detection model Emotion Dection With FER 2013 dataset from Kaggle. - Alexnet_Architecture Alexnet architecture with on intel_images from kaggle. - Object Detection model Object detection with YOLO V6 on tortoise and dolphin dataset from kaggle. - Facial Features Detecion model Facial features detecion using dlib with the shape_predictor_68_face_landmarks.dat pre-trained model. ### Deep-Learning - CNN And SVM model Classification Dog & Cat Classification With CNN And SVM model Used Case - MNIST Digit Classification MNIST Digit Classification With Neural Network. ### Team-Project - Business Review Sentimental Analyser Sentimental analysis model and deploym …