Hybrid Anime Recommender System
Neural collaborative filtering over 80M+ user-anime interactions (300K users × 14K titles), with Comet ML and DVC tracking, Jenkins CI/CD, and deployment on GKE.
Catalogue · 2021 — present
Project Index
Everything, or close to it: coursework that got out of hand, research prototypes, weekend builds, and a few things made purely for the fun of it. The six projects I'd show first are on the home page; the rest live here, grouped by area. Nearly all of it is public on GitHub.
IMachine Learning & MLOps
End-to-end ML systems with production pipelines, deployment, and experiment tracking.
Hotel Cancellation Detection
LightGBM + Flask application predicting hotel booking cancellations, with a full MLOps pipeline from data ingestion to deployment.
Knowledge Distillation for DNNs
Compact student networks trained via distillation from larger teachers, keeping accuracy while cutting compute.
Comparing MLP & CNN Architectures
Comparative study for image classification with ablations over dropout, kernel factorization, and architecture choices.
Neural Network from Scratch
Hand-built network trained with SGD on Fashion-MNIST, evaluated across multiple optimization regimes.
Predicting World Cup 2022 Results
Neural network forecasting Iran's group-stage results from historical match data.
Hand Gesture Recognition
MLP for Latin-letter recognition from hand-movement data, compared across SGD and Adam, validated on live webcam input.
Matrix Factorization Recommender
Latent-factor and SVD-based methods predicting user preferences from sparse interaction data.
Classic ML Algorithms
Reference implementations: music recommendation, heart-disease classification, regression models.
IINLP & Deep Learning
Sequence modeling from Persian-language tasks to image captioning.
Image Caption Generator
CNN feature extractors feeding LSTM/GRU decoders for automatic caption generation.
Ferdowsi Poem Generator
Sequence models generating verse in the style of Ferdowsi, trained on a Persian poetry corpus.
Persian Poet Classifier
Attribution of poems across ten Iranian poets with high accuracy on held-out verses.
Persian Poems Corpus
Curated, preprocessed corpus with stopword lists, ready for generation and classification tasks.
IIIComputer Vision & Image Processing
Classical and deep approaches: detection, segmentation, stitching, reconstruction.
AlexNet Scene Recognition
Scene classification across AlexNet configurations: transfer learning and feature-extraction strategies.
Bag-of-Visual-Words Scene Recognition
SIFT descriptors and BoVW pipeline, with epipolar-geometry analysis for multi-view scenes.
Harris Corners & Image Stitching
Corner detection and homography-based stitching with RANSAC for robust panoramas.
HOG-SVM Face Detector
Histogram-of-oriented-gradients features with an SVM classifier and non-maximum suppression.
Video Panorama Stitching
Panoramas from video sequences plus background subtraction, via SIFT-based homography estimation.
Image Segmentation Toolkit
K-Means, Mean-Shift, SLIC superpixels, and GrabCut, implemented and compared on real data.
Image Blending Techniques
Face morphing, Poisson blending, and Laplacian stacks for seamless composites.
Prokudin-Gorskii Reconstruction
Full-color images recovered from historical black-and-white plates by pyramid-based RGB channel alignment.
Histogram Specification
Histogram matching between images to enhance detail and tonal quality.
Template Matching
Multi-scale template matching in color, with edge detection and match highlighting.
Homography & Image Warping
Rectifying book covers from photographs: corner selection, homography computation, warping.
Hybrid Images
High-pass/low-pass frequency-domain blends: one image up close, another from across the room.
Hough Transform Line Detection
Line and corner detection by parameter-space voting after edge detection.
Texture Synthesis
Patch-based synthesis with Dijkstra-optimal seams and gradient handling.
Image Completion / Inpainting
Filling missing regions with patch-based synthesis followed by smoothing.
IVFull-Stack & Applications
Web and mobile applications, backend to frontend to database.
Artist Explorer App
One product, three builds: Flask + vanilla JS, Angular + Node.js + MongoDB Atlas, and Android in Kotlin with Jetpack Compose. Artist search, auth, and favorites on the Artsy API. (Code private — ask for access.)
QA Vision iOS Client
SwiftUI client for the Real-Time AI Vision Assistant: camera streaming, animations, activity suggestions.
MySQL Metadata Manager
Tkinter GUI that reverse-engineers and manages database schema metadata, with import/export and row-level editing.
VSystems, Networking & Algorithms
Low-level systems, distributed networking, and classical algorithms.
P2P File Sharer
Multi-threaded torrent-style file sharing over TCP sockets with a central tracker, peer discovery, and detailed logs.
Mininet Floodlight SDN Controller
Custom eight-switch topology with a Floodlight controller doing K-shortest-path routing.
Threadpool Job Runner
Custom Java thread pool: resource-aware scheduling, priority queues, dynamic worker scaling.
MIPS Stack Machine
Stack machine in MIPS assembly with expression evaluation and a custom calling convention.
Huffman Encoder / Decoder
Lossless and lossy text compression with frequency analysis and tree serialization.
DFA Minimization Toolkit
Linear-grammar parsing and DFA minimization with automaton visualization.
Algorithm Design Assignments
Computational geometry, graph theory, and dynamic programming problem sets.
Advanced Algorithmic Solutions
Curated solutions spanning competitive programming and academic problem sets.
VIGames & Interactive
Games and toys exploring AI, multiplayer architecture, and engine fundamentals.
Dastan — Gesture Guitar Studio
Strum real guitar chords with hand gestures through your webcam: Karplus-Strong synthesis, Persian 6/8 and flamenco rhythms, a theremin-style melody hand, and recording — one dependency-free HTML file. code
Sea Battle Multiplayer
Client-server battleship with accounts, hosted matches, spectator mode, and a leaderboard.
Arkanoid FX
JavaFX clone of the arcade classic: power-ups, save/load, scoreboard, many brick types.
Pac-Nam
Pac-Man-style game in C++ with BFS ghost AI, level loading, and a custom render loop.
VIINwitter — Social Network Suite
A multi-component social platform: backend, desktop clients, CLI, and chatbot extensions.
Nwitter Backend Server
Java backend with MongoDB, authentication, timelines, and a REST API for clients and bots.
Nwitter Frontend Client
JavaFX desktop client with offline support and message caching.
Graphical Nwitter
Alternative JavaFX client focused on UI animation and component composition.
Nwitter Offline CLI
Terminal client with JSON persistence and offline composing.
XO Game Bot
Tic-tac-toe over messages, with dynamic board rendering.
Calculator Bot
Expression-parser bot with an extensible operator set.
Vote Bot
Interactive polls with real-time tallies.
VIIIStatistics & Data Analysis
Statistical modeling and exploratory analysis in R.
Iran COVID-19 Mortality Analysis
Excess-mortality estimates across 31 provinces: regression on pre-COVID data versus observed deaths.
Diabetes Prediction (USA)
Decision trees, random forests, neural networks, and KNN compared on a balanced diabetes dataset.
Older odds and ends live in the full repository list on GitHub.