B.Tech in Computer Science
Indian Institute Of Technology, Ropar
Tools And OS
Exracurricular Activities and Responsibilities
Stanford’s Large Movie Review Dataset containing 50k movie reviews was used. The file in the dataset contained around 90k words in which each word was used as attribute. The decision tree was learnt by ID3 algorithm, using the information gain heuristic to choose the next best attribute for splitting function to approximate the Occam’s Razor hypothesis. Various techniques like early stopping criteria to avoid overfitting, post-pruning strategy, and making a decision forest using feature bagging were used to increase the prediction accuracy on the test dataset.
One of the most common Image enhancement technique Histogram Equalisation(HE) may result in over-enhancement and feature loss problems that lead to unnatural look and loss of details in the processed images. Therefore input image was processed through four levels of Intensity transformation namely Adaptive Histogram Equalisation(HE), Gap Adjustment (GA), Gray Value Recovery (GVR) and Dark region enhancement (DRE). The crux and details of above techniques were taken from the research article Contrast Enhancement Algorithm Based on Gap Adjustment for Histogram Equalization.
SimpleRISC is a simple, generic, complete and concise RISC ISA. The assembly language of SimpleRISC has only 21 instructions in its ISA. Functional(with no pipeline technique) and Pipelined Simulator were developed in C++ producing the same output. Also compared the throughput differences between both of them. The pipelined simulator gave increased throughput due to better resource utilization. Both simulator contained five processor classes namely Instruction Fetch, Decode, Execute, Memory and Memory Write Back.
The device when paired with an audio system (supporting infrared signals) like television, speakers,etc. doesn’t allow the device’s volume to increase above an amplitude threshold (tunable by the user).If the sound amplitude increases above the set threshold, it is detected by the microphone and encoded infrared signals are sent to the device to decrease the volume until it is within specified limit.
B.Tech In Computer Science and Engineering
Conducted by Indian Institute Of Technology Bombay, AIR = 2149(GEN)
Centra Board Of Secondary Education Class XII (Percentage=90%)
Gujarat Secondary Education Board Class X (Percentage=90%)