Paraj Bhattacharjee's repositories
SIIM-Iic-Melanoma-classification
Skin cancer is the most prevalent type of cancer. Melanoma, specifically, is responsible for 75% of skin cancer deaths, despite being the least common skin cancer. The American Cancer Society estimates over 100,000 new melanoma cases will be diagnosed in 2020. It's also expected that almost 7,000 people will die from the disease. As with other cancers, early and accurate detection—potentially aided by data science—can make treatment more effective. Currently, dermatologists evaluate every one of a patient's moles to identify outlier lesions or “ugly ducklings” that are most likely to be melanoma. Existing AI approaches have not adequately considered this clinical frame of reference. Dermatologists could enhance their diagnostic accuracy if detection algorithms take into account “contextual” images within the same patient to determine which images represent a melanoma. If successful, classifiers would be more accurate and could better support dermatological clinic work. As the leading healthcare organization for informatics in medical imaging, the Society for Imaging Informatics in Medicine (SIIM)'s mission is to advance medical imaging informatics through education, research, and innovation in a multi-disciplinary community. SIIM is joined by the International Skin Imaging Collaboration (ISIC), an international effort to improve melanoma diagnosis. The ISIC Archive contains the largest publicly available collection of quality-controlled dermoscopic images of skin lesions. In this competition, you’ll identify melanoma in images of skin lesions. In particular, you’ll use images within the same patient and determine which are likely to represent a melanoma. Using patient-level contextual information may help the development of image analysis tools, which could better support clinical dermatologists. Melanoma is a deadly disease, but if caught early, most melanomas can be cured with minor surgery. Image analysis tools that automate the diagnosis of melanoma will improve dermatologists' diagnostic accuracy. Better detection of melanoma has the opportunity to positively impact millions of people.
Hospital-Application-
Starting off Creating a hospital application managing diffirent servers (medical,transaction,file) concurrently
DistributedChatApplication
A Scalable Chat Application, built using reactjs and express, and the architecture consists of 5 services. Used Redis and kafka for event streaming and decoupling responsibility providing real time updates.
NSFW-Application
Monolingual model for toxic comment classification over social media
Archives-CFx001
Archives to some non-trivial problems in category.
Deep-Learning-Papers-Reading-Roadmap
Deep Learning papers reading roadmap for anyone who are eager to learn this amazing tech!
learn-regex
Learn regex the easy way
Pneumonia-chest_xray-detection
Pneumonia detection on chest xray-images
Airport-Operations-Simulator
The Airport Management System is a simulation of airport operations implemented using a microservices architecture.
-You-just-want-attention-
Improved Attention model (better bleu) for machine translation, ..... trying to implement transformers :'
Codeforces_QSS
The solved problems in codeforces
DeepPavlov
An open source library for deep learning end-to-end dialog systems and chatbots.
Enigma--Web-server-
Web Server (auth) of Enigma
medical-imaging-datasets
A list of Medical imaging datasets.
Medical-Report-Generation
A pytorch implementation of On the Automatic Generation of Medical Imaging Reports.
PacmanDQN
Deep Reinforcement Learning in Pac-man
PreTrained-Segmentation-Serving-Self-Driving-Cars
Semantic Segmentation.
PySyft
A library for answering questions using data you cannot see
PyTorch-GAN
PyTorch implementations of Generative Adversarial Networks.
ReverseShell-P1
V1 Backdoor Implementation.(Firewall is yet to be bypassed :')
sante
The Ontology, Dataset and Knowledge Search Engine
shields
Concise, consistent, and legible badges in SVG and raster format
Something-Salty
TGS Salt Identification Challenge
sympy
A computer algebra system written in pure Python
Theoretical-DeepLearning
Trying to put a library(repo) of my learnings of theoretical concepts in Deep Learning with some simple implementations..
yugabyte-db
YugabyteDB - the cloud native distributed SQL database for mission-critical applications.