Deep Learning Projects for Masters Students

Deep Learning Tools & Frameworks

Industry-standard deep learning libraries, GPU platforms and deployment tools used in all our IEEE final year projects.

PyTorch TensorFlow / Keras Python 3.x YOLOv8 / v11 BERT / BioBERT ViT / Swin Transformer EfficientNet / ResNet OpenCV / Pillow HuggingFace CUDA / GPU ONNX / TF Lite OpenAI Gym / RLlib

2026 Deep Learning Projects for Resume

will become essential for showcasing practical AI skills and improving career opportunities in the future.

Every deep learning project for final year includes IEEE 2026 base paper, Python/PyTorch/TensorFlow source code, dataset references, architecture diagram, project report, PPT and viva Q&A support for BE, BTech and MTech scholars.

#	Deep Learning Project Title / Topic	Core Tools
01	Brain Tumour Detection and Segmentation using 3D U-Net with Attention Gates	PyTorch, BraTS, MONAI
02	Real-Time Multi-Object Detection for Autonomous Driving using YOLOv11	Python, YOLOv11, KITTI
03	Sentiment Analysis and Opinion Mining using BERT Transformer Fine-Tuning	HuggingFace, BERT, PyTorch
04	Medical Image Synthesis using CycleGAN for MRI-to-CT Modality Translation	Python, TensorFlow, CycleGAN
05	Federated Learning for Privacy-Preserving Disease Prediction across Hospitals	PySyft, Flower, TensorFlow
06	Vision Transformer (ViT) for Fine-Grained Image Recognition and Classification	PyTorch, ViT, ImageNet
07	Deep Reinforcement Learning for Robot Path Planning in Dynamic Environments	OpenAI Gym, PPO, RLlib
08	Speech Emotion Recognition using Convolutional Recurrent Neural Networks	LibROSA, CRNN, RAVDESS
09	Chest X-Ray Pneumonia Detection using Transfer Learning with ResNet-50	Keras, ResNet-50, NIH CXR
10	Automatic Text Summarization using Encoder-Decoder Transformer (T5)	HuggingFace, T5, CNN/DM
11	Deepfake Detection using Spatial-Temporal CNN and XceptionNet	PyTorch, FaceForensics++
12	Crowd Density Estimation and People Counting using CSRNet	PyTorch, ShanghaiTech DS
13	Image Super-Resolution using ESRGAN for Medical CT Scans	TensorFlow, ESRGAN, DIV2K
14	Named Entity Recognition for Clinical Text using BioBERT and CRF	BioBERT, HuggingFace, i2b2
15	Road Lane Detection for ADAS using Semantic Segmentation with DeepLabV3+	PyTorch, DeepLabV3+, CULane
16	Industrial Defect Detection using Convolutional Autoencoder on MVTec Dataset	TensorFlow, MVTec AD
17	Video Action Recognition using Two-Stream CNN and 3D Convolution (C3D)	PyTorch, Kinetics-400
18	Diabetic Retinopathy Grading using EfficientNet with Grad-CAM Explainability	Keras, EfficientNet, APTOS
19	English-to-Kannada Neural Machine Translation using Seq2Seq Transformer	PyTorch, Fairseq, IndicNLP
20	Intrusion Detection using LSTM-based Deep Learning on Network Traffic	TensorFlow, LSTM, NSL-KDD
21	3D Point Cloud Object Detection using PointNet++ for LiDAR Data	PyTorch, PointNet++, KITTI
22	Knowledge Distillation for Edge Deployment of Image Classifiers on Raspberry Pi	TF Lite, ONNX, Raspberry Pi
23	Smart Grid Load Prediction using Temporal Fusion Transformer (TFT)	PyTorch Forecasting, TFT
24	Multimodal Fake News Detection using Text-Image Fusion and Graph Neural Networks	DGL, BERT, ViT, CLIP
25	Denoising Diffusion Probabilistic Model (DDPM) for Medical Image Augmentation	PyTorch, DDPM, MONAI
26	Graph Convolutional Network for Social Network Link Prediction	PyG, GCN, NetworkX
27	Skin Lesion Classification for Melanoma Detection using Swin Transformer	PyTorch, Swin-T, ISIC 2020
28	Sign Language to Text Conversion using Keypoint-Based LSTM and MediaPipe	MediaPipe, LSTM, TensorFlow
29	Autonomous Drone Obstacle Avoidance using Deep Q-Network Reinforcement Learning	PyTorch, DQN, AirSim
30	Document Image Layout Analysis using LayoutLMv3 and PaddleOCR	LayoutLMv3, PaddleOCR, HF

Topics refreshed to align with IEEE Xplore 2026 trends. Contact us for the full base-paper list, dataset links and source code preview for any topic above. Rated 4.9★ by 9,500+ students.

Deep Learning Projects for Beginners,

What Students Say — 4.9★ Rating

Rated 4.9 out of 5 by 9,500+ BE, BTech and MTech students who completed their deep learning final year project with us.

★★★★★

Got my MTech deep learning project — brain tumour segmentation using U-Net — completed with full source code, report and viva support. Excellent guidance from the team in Bangalore!

Priya S. — MTech, Bangalore

★★★★★

Best deep learning project centre in Bangalore for IEEE 2026 projects. My YOLO-based real-time object detection project was delivered on time with complete documentation and PPT.

Rajan K. — BE CSE, Bangalore

★★★★☆

Very helpful team. My BERT sentiment analysis final year project was well-implemented with proper dataset references, source code and project report. Highly recommend for final year students.

Meena T. — BTech IT, Bangalore

Deep learning projects for final year on GitHub

provide open-source code, documentation, and practical implementations for engineering students.

A look inside our GPU workstations, PyTorch/TensorFlow training rigs, edge AI kits, MATLAB simulation setups and demo environments for BE, MTech and PhD deep learning final year projects in Bangalore.