Lung Cancer Prediction Using 3D CNN
• Used 3D CNN to analyze low-dose CT scan data and predict the likelihood of lung cancer. Achieved 64% accuracy in classifying patients as either suffering from cancer or not.

[Research Paper Published Wily Publication, M.Tech Major Project]
Skills: 🧑‍💻⌨️
3D CNN
Low-Dose CT Scan Data
Lung Cancer Prediction
Deep Learning
Python
TensorFlow
Keras
Image Steganography Using EfficientNet B0
• Developed an efficient and reliable method using advanced CNN PyTorch models by Google AI, EfficientNet, to detect secret data hidden within digital images with a minimal false positive rate. Achieved an F1 score of 77.7%.

[M.Tech Research Thesis]
Skills: 🧑‍💻⌨️
EfficientNet B0
Image Steganography
CNN
PyTorch
F1 Score
Google AI
Fraud Credit Classification
• Goal was to classify fraudulent and non-fraudulent credit card transactions. The accuracy was measured using the Area under the Precision-Recall Curve (AUPRC) as confusion matrix accuracy is not meaningful for unbalanced classification. Achieved Model Accuracy of 80%.

[B.Tech Minor Project]
Skills: 🧑‍💻⌨️
Fraud Detection
Precision-Recall Curve (AUPRC)
Unbalanced Classification
Classical Machine Learning
Credit Card Transactions
Image Captioning Using Deep Learning Tensor Flow
• The project aimed to generate captions for images using a pretrained image-model (VGG16) to create a "thought-vector" representing the content of the image. A Recurrent Neural Network (RNN) was then trained to map this "thought-vector" to a sequence of words, achieving a model accuracy of 60%.

[Internship Project]
Skills: 🧑‍💻⌨️
Image Captioning
Deep Learning
TensorFlow
VGG16
Recurrent Neural Networks (RNN)
Thought-Vectors
Real Time Twitter Sentiment Analysis Using Apache Spark
• This project provides real-time data updates every 5 minutes on popular global topics or specific keywords. It displays relevant tweets in real-time on the console using Scala and the Spark Streaming library for efficient data processing.

[Internship Project]
Skills: 🧑‍💻⌨️
Real-Time Data Processing
Twitter Sentiment Analysis
Apache Spark
Scala
Spark Streaming
Data Visualization