TensorFlow and Convolutional Neural Network, KPR Institute Engineering and Technology, Autonomous Engineering Institution, Coimbatore, India

The following PROJECTS Assigned to students. Evaluation done for 100 marks. Students are formed as teams for execution of projects,

1.       House Price Predictor using Keras and TensorFlow

Evaluation Focus

•Use of regression with 2D numerical data

•Model performance visualization (loss curve)

2.       Image-Based Digit Classifier using CNN (MNIST)

Evaluation Focus

•Tensor reshaping and normalization

•Use of Keras Sequential model and Conv2D

3.       Binary Emotion Detector from Text using Keras

Evaluation Focus

•Preprocessing: tokenization, padding

•Binary classification (positive/negative)

4.       AI Stock Market Trend Classifier (Up/Down Prediction)

Evaluation Focus

•Tabular time-series like data

•Use of metrics like accuracy and confusion matrix

5.       Object Detection Lite using Pretrained Models in TensorFlow

Evaluation Focus

•Use of MobileNet or VGG

•Fine-tuning on limited images or test data

Evaluation: 100 Marks

Criteria Marks

Project Functionality 30

GitHub Maintenance 20

Model Design + Data + Evaluation 30

Viva Questions 20

Total Marks 100

 
Outcome: Students gained Hands on session in Basics of TensorFlow.