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60 Best Generative AI Project Topics · BE · BTech · MTech · Bangalore 2026

Generative AI Projects

LLMs · Diffusion Models · GANs · Multimodal · Code Generation · RAG · Fine-Tuning — 60 best final-year and research project topics in generative AI. Text, image, video, audio and code generation with PyTorch, Hugging Face, Diffusers, LangChain and Stable Diffusion. Complete source code, demo UI, metrics, report, PPT and viva support from Bangalore.

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LLMs / Text Diffusion / Image GANs Video Code Generation Multimodal RAG / Agents Evaluation / Safety Agentic ai Projects ai Agents Projects

Generative AI Projects with Source Code

Generative AI covers models that create new content — text, images, video, audio and code. Final-year projects that fine-tune LLMs, train or adapt diffusion models, build multimodal systems or evaluate generation quality map directly onto current industry and research demand.

At ProjectsatBangalore each topic is paired with a practical Python stack (PyTorch, Hugging Face Transformers & Diffusers, LangChain, Gradio/Streamlit), evaluation metrics and university-format documentation for VTU, Anna University, JNTU and autonomous colleges.

Generative AI Project Topic

Tools & Frameworks Used

Libraries and platforms commonly required for generative AI projects.

PyTorch Hugging Face Diffusers LangChain Stable Diffusion Gradio / Streamlit

GAN Projects

Best Generative AI Project Topics 2026

Topics with domain tags and primary tools / technologies used.

# Generative AI Project Topic Tools & Technologies
💬  Large Language Models · Text Generation · Fine-Tuning
01LLMLoRA / QLoRA Fine-Tuning of Open LLM for Domain-Specific ChatbotPyTorch, PEFT, Hugging Face, bitsandbytes
02LLMInstruction-Tuned Small Language Model for Educational Q&ATransformers, datasets, Gradio
03LLMControlled Text Generation with Prompt Engineering and Soft PromptsHugging Face, PyTorch, evaluation metrics
04LLMStory / Poem Generation with Style and Length ConstraintsTransformers, decoding strategies, Gradio
05LLMSummarisation Model Fine-Tuned on News / Research AbstractsHugging Face, ROUGE, dataset prep
06LLMMulti-Turn Dialogue System with Memory and PersonaLangChain, Transformers, Streamlit
07LLMMachine Translation Fine-Tuning for Low-Resource Language PairTransformers, sacreBLEU, parallel corpus
08LLMSentiment-Conditioned Text Generation (Positive / Neutral / Negative)PyTorch, conditional LM, classifiers
🖼️  Diffusion Models · Text-to-Image · Image Editing
09DiffusionText-to-Image Generation with Stable Diffusion and Custom PromptsDiffusers, Stable Diffusion, Gradio
10DiffusionDreamBooth / LoRA Fine-Tuning of SD for Personal ConceptDiffusers, PEFT, custom images
11DiffusionImage-to-Image Translation and Style Transfer with DiffusionDiffusers, ControlNet, OpenCV
12DiffusionInpainting and Outpainting Pipeline using Stable DiffusionDiffusers, masks, Gradio UI
13DiffusionControlNet-Guided Generation (Pose, Canny, Depth)Diffusers, ControlNet, OpenCV
14DiffusionLatent Diffusion from Scratch on Small Dataset (Educational)PyTorch, U-Net, VAE concepts
15DiffusionSuper-Resolution with Diffusion / Real-ESRGAN Hybrid PipelineDiffusers, Real-ESRGAN, OpenCV
16DiffusionBatch Image Generation API and Prompt Library DemoDiffusers, FastAPI, Gradio
🎨  Generative Adversarial Networks (GANs)
17GANDCGAN / StyleGAN-Lite Face or Object SynthesisPyTorch, GAN training loops, FID
18GANConditional GAN (cGAN) for Label-Controlled Image GenerationPyTorch, condition embedding
19GANCycleGAN Unpaired Image-to-Image TranslationPyTorch, CycleGAN, domain datasets
20GANPix2Pix Paired Translation (Edges → Photo, Maps → Satellite)PyTorch, U-Net generator, PatchGAN
21GANProgressive Growing / Mini-Batch Discrimination for Stable TrainingPyTorch, training tricks, visualisation
22GANGAN-Based Data Augmentation for Small Classification DatasetsPyTorch, downstream classifier eval
🎬  Video Generation · Animation · Temporal Models
23VideoText-to-Video Prototype with Open Video Diffusion / AnimateDiffDiffusers, AnimateDiff, FFmpeg
24VideoImage-to-Video Animation with Motion ModuleDiffusers, motion LoRA, Gradio
25VideoFrame Interpolation and Slow-Motion with Generative ModelsPyTorch, optical flow + gen models
26VideoShort Clip Generation Pipeline and Quality EvaluationDiffusers, FFmpeg, CLIP score
💻  Code Generation · Program Synthesis
27CodeFine-Tuned Code LLM for Python Function Generation from DocstringsTransformers, Code datasets, unit tests
28CodeNatural Language to SQL Generator with Schema AwarenessLangChain, SQL parsers, evaluation
29CodeBug-Fixing Agent that Proposes Patches from Error TracesLLM API / local model, git tools
30CodeDocumentation Generator from Source Code Comments and StructureTransformers, AST parsing, Gradio
31CodeCompetitive Programming Problem Solver with Test-Case FeedbackLLM, sandbox execution, iteration
🌐  Multimodal Generation · Vision-Language
32MultimodalImage Captioning with Vision Encoder + Language DecoderTransformers, CLIP / ViT, COCO-style data
33MultimodalVisual Question Answering (VQA) SystemHugging Face VQA models, Gradio
34MultimodalText-Guided Image Editing with InstructPix2Pix Style PipelineDiffusers, InstructPix2Pix, Gradio
35MultimodalMultimodal Chatbot that Understands Uploaded ImagesLLaVA-style / API, Streamlit
36MultimodalDocument Understanding: PDF Layout + Text Generation of SummariesLayoutLM / Donut, Transformers
37MultimodalSpeech-to-Image Pipeline (Audio → Text → Image)Whisper, Diffusers, Gradio
📚  RAG · Knowledge-Augmented Generation · Agents
38RAGRetrieval-Augmented Generation over PDF / Markdown Knowledge BaseLangChain / LlamaIndex, Chroma, embeddings
39RAGCitation-Aware Research Assistant with Source AttributionLlamaIndex, vector DB, Gradio
40RAGAgentic RAG with Tool Use (Search, Calculator, Code)LangGraph / LangChain agents, tools
41RAGConversational RAG with Chat History and Re-RankingLangChain, cross-encoder re-ranker
42RAGMulti-Document Comparison and Synthesis GeneratorLlamaIndex, multi-query retrieval
🎵  Audio · Music · Speech Generation
43AudioText-to-Speech with Emotion / Style ControlTTS models, Hugging Face, Gradio
44AudioMusic Generation with Transformer / Diffusion Audio ModelsAudioCraft / similar, FFmpeg
45AudioVoice Cloning Pipeline with Speaker EmbeddingTTS + speaker encoder, ethical demo only
46AudioSound Effect Generation from Text DescriptionsAudio generation models, evaluation
📊  Evaluation · Safety · Alignment of Generative Models
47EvalFID, IS, CLIP Score Benchmark for Image GeneratorsPyTorch, torchmetrics, CLIP
48EvalHuman Preference Collection UI for Ranking Generated SamplesGradio / Streamlit, logging, analysis
49EvalHallucination Detection in LLM Outputs with Fact-CheckingLangChain, retrieval, NLI models
50EvalToxicity and Bias Measurement Suite for Text GeneratorsPerspective API concepts, classifiers
51EvalPrompt Injection and Jailbreak Robustness TestingCustom test suite, LLM API
52EvalComparative Study of Decoding Strategies (Greedy, Beam, Nucleus)Transformers, diversity / quality metrics
🏥  Domain Applications of Generative AI
53AppMedical Report Draft Generator from Structured Findings (with Disclaimer)LLM fine-tune / RAG, Gradio
54AppEducational Content Generator (Quizzes, Explanations) from SyllabusLangChain, embeddings, Streamlit
55AppProduct Description and Marketing Copy Generator from SpecsLLM API / local, templates, Gradio
56AppSynthetic Tabular Data Generation with CTGAN / TVAESDV / CTGAN, privacy metrics
57AppLegal / Contract Clause Drafting Assistant with GuardrailsLLM, RAG over templates, safety filters
58AppFashion / Design Sketch Generator from Text DescriptionsStable Diffusion, LoRA, Gradio
59AppCode Documentation and Unit-Test Generator for Student ProjectsCode LLM, AST, pytest templates
60AppPersonal Knowledge Base Chatbot over Notes and PDFs (Private RAG)LlamaIndex, local embeddings, Streamlit

All 60 topics are suitable for final-year BE/BTech/MTech projects. Contact us for base paper or reference material, full Python source code, Gradio/Streamlit demo, evaluation metrics, university-format report, PPT and viva Q&A for any topic above.

Why Choose Us for Generative AI Projects?

Bangalore-based guidance for BE, BTech and MTech generative AI and multimodal projects.

LLMs & Fine-Tuning

LoRA/QLoRA fine-tuning, instruction tuning, domain chatbots and evaluation — Hugging Face Transformers, PEFT and Gradio demos with clear metrics.

Diffusion & Image Generation

Stable Diffusion, DreamBooth, ControlNet, inpainting and image-to-image pipelines with Diffusers and quality scores (FID, CLIP).

Code & Multimodal

Code generation, NL-to-SQL, image captioning, VQA and multimodal chatbots with practical demos and test-based evaluation.

RAG & Evaluation

Retrieval-augmented generation, citation-aware assistants, hallucination checks and safety evaluations aligned with current research practice.

Frequently Asked Questions — Generative AI Projects

Top topics include LoRA fine-tuning of LLMs, Stable Diffusion text-to-image and DreamBooth, GAN-based synthesis, multimodal chatbots, code generation, RAG systems, video generation, music generation, and evaluation/safety of generative models.
PyTorch, Hugging Face Transformers & Diffusers, LangChain, LlamaIndex, Stable Diffusion, PEFT/LoRA, Gradio/Streamlit, OpenAI/Anthropic APIs (optional), and metrics libraries (FID, CLIP score, ROUGE, BLEU).
Yes. Packages include reference material, full Python source code, model configs, Gradio/Streamlit demo, evaluation metrics, university-format report, PPT and viva Q&A.