Projects
"My Experiments with ML and stuff."
Sift.ai - Personalized and Automated Resume Screening Tool
Sift AI is a powerful, easy-to-use tool designed to simplify the hiring process for businesses. When companies have too many job applications to look at, Sift AI steps in to help. It quickly goes through all the resumes and picks out the best candidates for the job. This means HR teams and company founders can save a lot of time because they only need to focus on interviewing the most promising applicants.
Domain
IR
NLP
WEB
Teck Stack
LangChain
HuggingFace
ChromaDB
ReactJS
TailwindCSS
AWS
Node.js
Terse.ai - AudioBook Summarization and Sharing Platform
Terse.ai is a new audio book summarization and sharing platform. Terse allows users to quickly summarize audiobooks in a few minutes, creating a text-based summary that can be easily shared with others. You can read and hear summaries made public by users around the globe. This makes it easy for people to get a quick overview of the most important points from an audiobook, without having to listen to the entire thing.
Domain
AUDIO
NLP
WEB
Teck Stack
HuggingFace
TailwindCSS
PyTorch
Pytube
Flask
AWS
Moviepy
HTML/CSS/JS
WeCare - Torn down Medicine Strip Prediction
The WeCare was created to help elderly people find and identify the medicine strip from torn strips. Wecare is designed with a simple and easy-to-use interface that allows users to quickly scan the torn strips and match them with the correct medicine. Once the strip is identified we also provide the target disease of the medicine along with side-effects in case the user forgot.
Domain
COMPUTER VISION
NLP
WEB
WEB SCRAPING
Teck Stack
OpenCV
Flask
Bootstrap
NLTK
Tesseract OCR
Requests
BeautifulSoup
HTML/CSS/JS
Knots - Cyclone Speed Prediction from Satellite Images
Knots is a web app that uses satellite images to predict the intensity of a cyclone. It provides information on cyclone speed, it's severity, and countermeasures so users can make informed decisions about their safety. The app can be used by weather forecasters to provide early warning of a cyclone's speed and intensity. Along with that it provides a weather card that gives you real time details of your area including wind speed, temperature, humidity etc.
Domain
ML
WEB
Teck Stack
PyTorch
Flask
Pillow
WeatherAPI
Bootstrap
GCP
HTML/CSS/JS
Social Distance Surveillance with Physical Alerts and Streaming
During the early stages of COVID-19, I built a security system that can monitor CCTV footages and tell which frame has violation of social distancing, it also provides live video streaming and physical alerts via alarm and NodeMCU. This system was created when social distancing was newly implemented. However, I wanted a system that would be able to be of practical use and not just a POC. Hence, we included an alarm system and streaming option so it could function like and an actual security system.
Domain
ML
IOT
WEB
Teck Stack
PyTorch
Detectron2
Flask
NodeMCU
Firebase
Scipy
Numpy
OpenCV
HTML/CSS/JS
Bootstrap
SeqFetch-My Unwatched Anime Sequel List
Keeping track of Anime was hard for me and I wanted to make sure I've completed all the sequels of animes I've watched. So I developed SeqFetch a web app that takes your MyAnimeList ID and provides a list of sequels you missed based on the anime you have completed! SeqFetch is a simple but powerful app that helps you keep track of your favorite series and ensure you have a good time watching them.
Domain
WEB SCRAPING
WEB
Teck Stack
Requests
BeautifulSoup
Pandas
SQLite
HTML/CSS/JS
Bootstrap
ChattY - Chat UI/Backend as a Service
What if we tell you that you can add a chat interface to your product without any hassle? Forget about us giving you the design, we'll provide you with everything! Literally everything! A backend and a UI, just connect your user database to ChattY and let the messages fly. That's what Chatty does it's an npm package that gives your app a chat UI kit to design or use a premade Chat UI and a backend handle to handle chats.
Domain
WEB
Teck Stack
Next.js(Frontend)
React.js(UI-Kit)
Node.js
WebSockets
Axios
MongoDB
TailwindCSS
TypeScript
JavaScript
MSRNet-LowLight Image Enhancement
Implemented this paper. MSRNet is an network proposed by team at Huazhong University of Science and Technology, Wuhan that directly learns an end-to-end mapping between dark and bright images. The architecture was chosen keeping in mind the architecture should be lightweight with decent quality.
Domain
COMPUTER VISION
PAPER IMPLEMENTATION
Teck Stack
PyTorch
Attention is All You Need
Implemented this paper. Attention is not a concept this proposes, how a standalone implementation of attention for Seq2Seq task is what This paper proposes which this introduces. This became the foundation for many new age models for wide range of tasks not limited to NLP.
Domain
NLP
PAPER IMPLEMENTATION
Teck Stack
PyTorch
AutoCal- Voice Driven Handwriting Machine
AutoCal is a voice-driven handwriting machine that listens to you and turns it into text written on paper. With AutoCal, we give you an Applet you can you to speak into, then transmit the recognised text to AutoCal and let it write! What makes this special is that it was made on an extremely low budget. We used discarded DVD writers that served as the base of the movement system. We used NodeMCU instead of RaspberryPi to keep cost to minimum.
Domain
IOT
BLYNK
Teck Stack
Blynk
NodeMCU
Motors
Smart City Demo
A mega project consisting of many mini-projects depicting how a modern day Smart City will look like. We implemented the following:-
Domain
IOT
Teck Stack
Blynk
NodeMCU
Arduino
MQ-2(Smoke)
DHT-11(Temperature)
HC-SR04(Ultrasonic)
Servo Motors
HC-SR501(Proximity)
PiLock-Face Recognition Door Unlock via RaspberryPi
PiLock is a face recognition door unlock prototype deployed onm RaspberryPi to identify individuals and unlock the door. The system is designed for use in homes, offices, and other locations where access control is desired. The PiLock can be configured to only unlock for individuals added.
Domain
COMPUTER VISION
IOT
Teck Stack
PiCamera
RaspberryPi
PyThon
OpenCV
LBPH
Motors
Deep Contrast Enhancement for OLED Displays
Implemented this paper. In this method, the power consumption is constrained by simply reducing the brightnessa certain ratio, whereas the perceived visual quality is preserved as much as possible by enhancing the contrast of the image using a convolutional neural network (CNN).
Domain
COMPUTER VISION
PAPER IMPLEMENTATION
Teck Stack
PyTorch
Salient Object Detection API
A FastAPI based API that enables developers to detect and identify salient objects in images and use it remove the background from them. API makes it easy to add background removal capabilities to your applications without having to worry about the complexities of building and training your own machine learning models.
Domain
COMPUTER VISION
WEB
Teck Stack
FastAPI
PyTorch
TorchVision
Line Following Robot
A simple autonomously guided robot that follows a line drawn on the ground to either detect a dark line on a white surface or a white line on a dark. This Project was created as a learning exercise for Arduino which became a project we participated in many competitions with.
Domain
ARDUINO
Teck Stack
Arduino
LDR
Motors
Motor Control Board
Auto Garbage Disposal System
An automated garbage disposal system that helps make taking out the trash easier and more efficient. The system includes a wifi-controlled trash car prototype to automatically move to garbage bins of each house to collect garbage, and an automated garbage disposal bin to automatically dispose of trash when the trash truck arrives.
Domain
IOT
Teck Stack
NodeMCU
IR Sensor
Motors
Motor Control Board
Servo Motors
Hindi Image Captioning via VIT+GPT2
This is an encoder-decoder image captioning model made with VIT encoder and GPT2-Hindi as a decoder. This is a first attempt at using ViT + GPT2-Hindi for image captioning task. We used the Flickr8k Hindi Dataset available on kaggle to train the model. This model was trained using HuggingFace course community week, organized by Huggingface.
Domain
CROSS MODAL GENERATION
Teck Stack
HuggingFace
PyTorch
HFTrainer
Weather Changing in Image using CycleGANS
Implemented a model that changes the weather in an image using CycleGANS. With it, you can easily change the weather in any image to match your given image conditions. Whether you want to create a winter wonderland or a summer paradise, it makes it easy to change the weather in any image.
Domain
COMPUTER VISION
Teck Stack
PyTorch
Automated Parking System
A system that automatically finds the license plate number from the vehicle footage and register it in the csv file. This saves time and manpower for the security department, by doing the tedious task of finding and inputting license plate numbers into the csv file for keeping parking records. This can be used on tolls as well were the work is of similar nature but the amount of vehicles is high, making it slow to do it manually.
Domain
COMPUTER VISION
Teck Stack
SQLite
Pandas
Tesseract-OCR
OpenCV
LiveStats-You Statistics PlayGround
Learning is one thing and seeing what you learned in action is another thing. Keeping that in mind I created this package where you can input data and validate few statistical theorems like bessel's correction etc. Just input the data into any module you want to play around with and see the math come to life.
Domain
PYTHON PACKAGE
Teck Stack
Numpy
Matplotlib
Seaborn
MouseBit-Direct DataLoader Creation on Custom Data
DataLoader creation itself is a one liner task however the process can comprise of many boilerplates to solve this issue I came up with MouseBit to make the whole process itself a one liner. Just input the data and config, it'll tackle everything from transformation to DataLoader creation on it's own.
Domain
PYTHON PACKAGE
Teck Stack
PyTorch
OMR Scanning Application
A web app that takes input a filled OMR sheet, answer key and student details and outputs the score of the student by evaluating the OMR. Click the picture of OMR sheet and done. No need to get a full fledged OMR machine to do this task, no need to sit and check. Just practice and evaluate!
Domain
WEB
COMPUTER VISION
Teck Stack
Flask
OpenCV
Numpy
Projects for Learning
I'm heavily driven by project based learning, applying what you learned exposes you to problem you would've never faced. I've created projects for everything I learned be that image classification on Oxford Flower Dataset, text classification on twitter dataset, neural networks from scratch, text summarization, Face generation with GANS, etc.
Domain
PBL
Teck Stack
Freelance Projects
I was fortunate enough to have gotten a wide range of domains to work on in my freelancing. Many of these projects were domains I never explored but they became my bridge to it. I've worked a lot with people in higher education and research, helped them out with paper implementation and improvements to the existing work. I've helped people deploy their models onto their environment and help them come up with optimizing latency as well. Aside from that I've build a many of projects from scratch for people as well.
Domain
FREELANCE
Teck Stack
Herumb Shandilya | Made with Mantine — @krypticmouse