About
I teach GATE CS. We have started GO Classes to provide quality education and we are…
Activity
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Power Grid Recruitment of Engineer Trainee through GATE-2025 POWERGRID is looking for Bright, Committed and Energetic Engineering Graduates to join…
Power Grid Recruitment of Engineer Trainee through GATE-2025 POWERGRID is looking for Bright, Committed and Energetic Engineering Graduates to join…
Liked by Sachin Mittal
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Question of the Day 🔻 Drop your answer in the comments below 🔍 Source of this question :->GATE CS 2010 ➡️ For the solution…
Question of the Day 🔻 Drop your answer in the comments below 🔍 Source of this question :->GATE CS 2010 ➡️ For the solution…
Liked by Sachin Mittal
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Sometimes while solving problems on LeetCode, I notice a few of them have company tags like Amazon, Google, Microsoft, etc. And I’ve always wondered…
Sometimes while solving problems on LeetCode, I notice a few of them have company tags like Amazon, Google, Microsoft, etc. And I’ve always wondered…
Posted by Sachin Mittal
Experience
Education
Courses
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Computational Methods of Optimisation
E0230
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Data Structures and Algorithms
E0 251
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Machine Learning
E0 270
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Natural Language Understanding
E1 246
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Practical Data Science
E0 268
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Probability and Statistics
E0 232
Projects
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Semi-Autoregressive Attention Network
- Present
RNN handles input sentences word by word which is obstacle towards parallelization of the process.
Google's Transformer attends all i/p words in parallel but it is autoregressive (outputs sequencially).
The idea we are currently working on is to develop semi autoregressive model which do parallelization
for both input and output words. -
Auto Image Segmentation (Computer Vision)
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This is computer vision related work I did at Samsung during my internship.
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Hierarchical Attention for Document Classication
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Implemented state of the art deep learning model.
Model was based on the fact that all Documents have hierarchical structure such as collection of
words make sentences and collection of these sentences creates a document.
Attention mechanism was applied at both word and sentence level which help in constructing more
precise document representation. -
Kaggle: Housing Price Prediction
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-The objective was to predict the price of a house given 79 explanatory variables describing aspects of house.
- Conducted Exploratory Data Analysis, data cleaning, Outliers detection, Imputed missing values.
- Trained 4 base models including Random forest regressor, Gradient boosting regressor, Xgboost and
Linear regressor. -
Machine Comprehension
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Implemented state of the art deep learning model DMN+ for question answering for fb-bAbI dataset.
Positional encoding of paragraph is given to bidirectional GRU's to have paragraph representation.
Episodic memory module updates attention and memory iteratively using paragraph and question.
Answer module takes nal memory representation and question to produce answer.
Model is trained end to end in deep learning framework PyTorch.
Organizations
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Samsung
Student Intern
--Applied transfer learning in pre-trained VGG net with the fully connected layers removed in favor of the decoders. - Skip connection is introduced after each convolution block to enable the subsequent block to extract more abstract, class-salient features from the previously pooled features. - Trained the model end-to-end, pixels-to-pixels in Tensorflow.
More activity by Sachin
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Question of the Day 🔻 Drop your answer in the comments below 🔍 Source of this question :->CAT 2024 ➡️ For the solution…
Question of the Day 🔻 Drop your answer in the comments below 🔍 Source of this question :->CAT 2024 ➡️ For the solution…
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Question of the Day 🔻 Drop your answer in the comments below 🔍 Source of this question :->GATE CS 2015 ➡️ For the solution…
Question of the Day 🔻 Drop your answer in the comments below 🔍 Source of this question :->GATE CS 2015 ➡️ For the solution…
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