rgkannan676 Goto Github PK
Name: KRG
Type: User
Bio: AI Enthusiast
Location: Singapore
KRG's Projects
design-and-train-neural-network-from-scratch
Explore the Math behind it by designing a neural network, derive the parameter gradients with respect to loss function and update the parameter weights and update the weight parameters using the gradients without the help of in-built libraries.
disparity-computing-from-stereo-vision
Disparity Computing of rectified images of the same scene captured from two different viewpoints.
financial_q-a_chatbot
Q&A Chatbot capable of answering questions related to the financial reports of large public companies. This chatbot can be directly hosted in Heroku platform. The RAG (Retrieval-Augmented Generation) approach is used.
fit-and-predict-apple-stock-prices
Time Series Analysis: Fit and predict Apple stock price using ARMA and GARCH models.
fit-arima-model
Time Series Analysis: Fit Non Stationary Data using ARIMA model
fit-data-with-increasing-trend-and-varying-seasonal-component
Fit and predict on a data with an increasing trend and a varying seasonal component.
histogram-equalization
Histogram equalization based image processing to improve the contrast of the image
image-super-resolution
Created a model that can increase the resolution of images by 4 times, using an SRResNet model provided by BasicSR framework and DIV2K data set. Multiple data augmentation techniques were used along with the MSE loss function. Obtained a PSNR value of 26.341 dB after 47 epochs.
mnist-handwritten-digit-recognition
Classify the handwritten digits in the MNIST data set
recognition-and-classification-of-facial-attributes
Created a classifier that can identify and classify 41 types of facial attributes, using an ImageNet pre-trained ResNext50 model provided by PyTorch and CelebA dataset. Multiple data augmentation techniques were used along with the MSE loss function. Obtained a training accuracy of 95.7% and test accuracy of 91.8%.
rgkannan676
Config files for my GitHub profile.
tensorrtx
Implementation of popular deep learning networks with TensorRT network definition API
track-coco-objects
Track objects in COCO dataset.
videotocartoon
Converts a video to black and white cartoon video.
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