Rainfall Prediction App
With deep learning, this notebook can predict rainfall just by getting different environmental parameters. This can be used in devices which are offline and has to decide whether to perform an action based on whether it is going to rain or not.
tinyML keras Sensors farming agriculture
Clothing Items Classifcation App
This notebook employs the use of neural network to classify different types of clothing items present in the Fashion MNIST Dataset. Tensorflow and Keras has been used to create the neural network for classifying the clothing images to their appropriate classes.
vision mnist keras Sensors fashion
Ph Recognition App
Litmus paper is used to test acidity or basic nature of a given solution. Once dipped, it changes color. Red stands for acidic nature and blue stands for basic nature. Here we train a model to recognize the pH value based on RGB values of the color of the litmus paper.
tinyML keras Sensors chemistry litmus
Gesture Recognition App Using Muscle Activity
Electromyography is a technique for recording and evaluating electrical acitvity produced in the skeletal muscles. The readings from the muscle activity sensor is then fed to a model that can be trained on gestures, and can be used in various applications like prosthetic arms, game control etc.
tinyML keras Sensors health Electromyography
Surface Crack Detection App
Concrete surface cracks are major defects in civil structures. Identifying them is an important part of the building inspection process where the rigidity and tensile strength of the building are evaluated.
keras Sensors concrete building construction
Fuel Consumption Prediction App
Taking into account multiple factors such as distance, speed, temperatures inside and outside, AC, and other weather conditions to predict the consumption of different types of fuels during drives.
tinyML keras environment energy power