Javascript-Machine-Learning
Requirements
1. A laptop/phone with a web browser.
2. Basic understanding of Javascript & HTML.
| S.No. | File Name | Description | Status |
|---|---|---|---|
| 1. | Loading TensorFlow.js library | Contains code to load TensorFlow.js library from Online (using CDN) as well as Offline. | Completed |
| 2. | Defining Tensors | Contains code to show how to define Tensors in Javascript using TF.js. | Completed |
| 3. | Variables & Operations | Contains code to show how to define a TF Variable, getting values from Tensors and doing some basic Operations. | Completed |
| 4. | Memory Management | Contains code to show how to do memory management to avoid memory leaks and have a low memory footprint. | Completed |
| 5. | Linear Regression | Contains code to show how to do Linear Regression with interactive visualizations of best-fit line. | Completed |
| 6. | Iris Plant Classification | Contains code to write a simple DNN for Iris Plant Classification problem. | Completed |
| 7. | Image Classification | Contains code for image classification in the Browser using pre-trained MobileNet model. | Completed |
| 8. | WebCam Image Classification | Contains code for image classification in the Browser on live video stream usign WebCam and pre-trained MobileNet model. | Completed |
| 9. | Movie Reviews Sentiment Analysis | Contains code for reviews sentiment analysis and classification into positive and negative reviews using custom trained model. | Ongoing |
| 10. | Text Sentiment Analysis | Contains code for nearby restaurant reviews sentiment analysis for a particular dish. | Completed |
| 11. | Face Emotion Detection | Contains code for detecting emotion of a face. | Ongoing |
| 12. | Audio Sentiment Analysis | Contains code for detecting sentiment of speech in an audio. | Ongoing |
| 13. | Audio Sentiment Analysis using Transfer Learning | Contains code for performing transfer learning to improve the predictions of the existing model for detecting sentiment of speech in an audio. | Ongoing |
| 14. | Training a Speech Emotion Detection Model | Contains code to train a custom Speech Emotion Detection model using TF.js. | Ongoing |
| 15. | Wisconsin-Cancer-Classification | Training a Neural Network in the browser for Wisconsin Cancer Diagnosis dataset classification. | Completed |
| 16. | Fashion MNIST Classification | Training a Convolutional Neural Network in the browser for classiying Fashion MNIST Images. | Completed |
| 17. | TFJS Model Conversion | Sample worflow showing model training in TF/Keras and saved model conversion to TF.js model. | Completed |
| 18. | Loading Saved Model | Loading saved model from URL/directory in TFjs. | Completed |
| 19. | MNIST Classification | MNIST Model training and classification using TFjs. | Completed |
| 20. | MobileNet Image Classification | Image Classification using MobileNet pre-trained model. | Completed |
| 21. | Text Toxicity Prediction | Text Toxicity Prediction using pre-trained model. | Completed |
| 22. | Transfer Learning in the Browser | Training a Rock, Paper, Scissors, Spock, Lizard classification model using Transfer Learning in the browser. | Completed |