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CASE STUDIES

Engineeringin depthBarakode

A deeper look at how we build — across deep learning, computer vision, NLP, generative AI, LLM/RAG systems, mobile apps, and low-level engineering.

Intel Image Classifier
Deep Learning

Intel Image Classifier

GPU-accelerated transfer-learning pipeline with Optuna tuning and W&B logging.

PyTorch LightningResNet18EfficientNet-B0
VOC Segmentation App with Custom U-Net
Computer Vision

VOC Segmentation App with Custom U-Net

Pixel-level multi-class segmentation across all 21 Pascal VOC classes.

PyTorch LightningU-NetConvTranspose2d
Satellite Image Matcher & Coordinate Projector
Computer Vision

Satellite Image Matcher & Coordinate Projector

Align aerial & reference satellite images and project pixels to real coordinates.

PythonOpenCVSIFT
Sketch-to-Photo Generation using GANs
Generative AI

Sketch-to-Photo Generation using GANs

Converting face sketches into realistic photos with a pix2pix-style GAN.

PyTorchGANEncoder-Decoder
PDF Chatbot with LLaMA-2 & RAG
AI / LLM

PDF Chatbot with LLaMA-2 & RAG

An AI assistant that answers questions grounded in your PDF content.

LLaMA-2RAGLangChain
Bot-Nist — Web Data into Intelligent Support
AI / LLM

Bot-Nist — Web Data into Intelligent Support

Subscription chatbot that turns scraped site content into customer support.

MERNNode.jsSelenium
WebWeave — Semantic Site Crawler & Data Extractor
Web & Data

WebWeave — Semantic Site Crawler & Data Extractor

Parses any website into structured, classified, RAG-ready data.

PythonBeautifulSoupSelenium
Decentralized Blockchain for Remote Code Execution
Web & Data

Decentralized Blockchain for Remote Code Execution

IPFS + Proof-of-Work for secure, reliable distributed task execution.

BlockchainIPFSProof of Work
BrickBreaker — Retro Arcade in x86 Assembly
Systems & Games

BrickBreaker — Retro Arcade in x86 Assembly

A full game engine hand-coded in x86 Assembly with direct VGA rendering.

x86 AssemblyMASMDOSBox
RushHour — Dynamic Passenger Pickup Game in C++
Systems & Games

RushHour — Dynamic Passenger Pickup Game in C++

A real-time arcade driving game with escalating difficulty.

C++SFML / SDLOOP
MentorMe — Hiring On-The-Go App
Mobile App

MentorMe — Hiring On-The-Go App

A smart mobile platform connecting mentors and talent in real time.

MobileReal-time ChatScheduling
WorkWise — Freelancing Application (Kotlin)
Mobile App

WorkWise — Freelancing Application (Kotlin)

A mobile-first freelancing platform connecting clients and skilled professionals.

KotlinAndroidMarketplace
Image Classification using AlexNet on CIFAR-10
Deep Learning

Image Classification using AlexNet on CIFAR-10

A deep-learning CNN that classifies 60,000 images across 10 categories.

84.6%Test accuracy
PythonPyTorchCNN
Bag of Visual Words for Image Classification
Computer Vision

Bag of Visual Words for Image Classification

Classifying cats, chairs and cameras with SIFT, KMeans, KNN & SVM.

95%Best class accuracy (SVM)
PythonOpenCVSIFT
Glaucoma Detection in Retinal Fundus Images
Computer Vision

Glaucoma Detection in Retinal Fundus Images

U-Net segmentation of optic cup & disc with automated CDR diagnosis.

PythonU-NetSegmentation
Signature Recognition using CNN
Computer Vision

Signature Recognition using CNN

Comparing CNN feature learning against classical HOG / SIFT for signatures.

PythonCNNHOG
VAE & Simple GAN for Signature Generation
Generative AI

VAE & Simple GAN for Signature Generation

Generating realistic synthetic signatures with a VAE and a GAN.

PyTorchVAEGAN
NLP

Hallucination Detection with Logistic Regression

A lightweight, from-scratch classifier flagging factual vs hallucinated summaries.

PythonNumPyBag of Words
Word Completion using LSTM
NLP

Word Completion using LSTM

Real-time next-word suggestions from an LSTM trained on Shakespeare.

90%Model accuracy
PythonTensorFlowLSTM
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