I am a computer science undergrad with experience and interest in Deep Learning. I am seeking to leverage my deep learning skills to deliver insights and implement action-oriented solutions to complex problems.
Paper Code | Summary |
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Transformer's Decoder | Implemented transformer's decoder for language generation from scratch using paper Attention is all you need to generate a sequence of characters given an input/prompt. |
Vision Transformer | Implemented vision transformer (ViT) for image classification using paper An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale. |
Project | Link |
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Seoul Bike Rent Prediction | Web App |
Topic | Summary |
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Deep Learning | |
Landscape Recognition | Implemented Tiny VGG model (inspired from cnn-explainer website) on landscape images dataset from Kaggle using PyTorch and torchvision. |
Generating Shakespeare | Implemented transformer based language generation model from scratch using paper Attention is all you need to generate Shakespeare's play. |
2D Self-driving Simulation | Implemented Deep Q-Network (DQN) with greedy action selection policy for simulating a self-driving vehicle using OpenAI Gym car racing environment and CNN architecture. |
Gender Determination by Morphometry of Eyes | A model which uses scanned images of patientโs eye and determine their gender for anthropometric analysis of the human face using Artificial Neural Network (ANN) |
Data Analysis & Visualizations | |
Mushroom Dataset Exploration | The objective is to analyze the mushroom dataset to create a predictive model in order to classify edible and poisonous mushrooms. We also have to create a general guideline for features that are important to consider for future references. |
Regression Projects | |
Seoul Bike Rent Prediction | Understand the trends in the data and indentify key factors affecting demand for rental bikes in Seoul as well as predict the amount of rental bikes required per hour. |
Used Car Price Prediction | Using information about used cars listed on cardekho, predicting car prices based on given features and trends in the data. |
Rock Density Prediction | Objective is to analyze the performance of different regression models on given dataset (use of X-rays in an attempt to know rock density) |
Classification Projects | |
Urdu Speech Emotion Recognition (SER) | Developed a Speech Emotion Recognition (SER) model for Urdu language using SEMOUR dataset in order to correctly classify the Urdu speech and audio inputs to emotions. |
Banknote Authentication | Using Random Forest Classifier for distinguishing genuine and forged banknotes based on extracted wavelet information from genuine and forged banknote-like specimens. |
Heart Disease Classification | To confirm 100% if a patient has heart disease can be quite an invasive process, so creating a model that accurately predicts the likelihood of heart disease to help avoid expensive and invasive procedures. |
Time Series Forecasting | |
Hourly Energy Consumption | Given hourly power consumption data from PJM's website (an electric transmission organization in USA), understanding both short and long terms trends in energy consumption and to predict energy consumption over a certain period. |
Natural Language Processing | |
Text Classification using Naive Bayes | Given a dataset of textual summary of medical queries classified into five different categories, built a naรฏve Bayes classifier to predict these categories for future queries. |
Collaborative Filtering : Matrix Factorization | Implemented collaborative filtering from scratch to make recommendations to users U for items I. Used a model based approach that applies matrix factorization to factorize a rating matrix (๐ ) into User features (๐) and Item features (๐). |
Quantum AI | |
Quantum Artificial Neuron | Implemented the quantum information-based algorithm proposed by Tacchino et al., which is a quantum model of a binary-valued perceptron. |
- Deep Learning Online Bootcamp
- Getting Started with Natural Language Processing
- Introduction to Career Skills in Data Analytics
Data Analysis & Visualization
ML / DS
Web Development
DBMS