Isha Shah
Software Engineer (MLE for Privacy) @ Twitter, Module Lead (Directi, Media.net), Software Engineer @ MAQ Software for Microsoft, MSCS ML @ GeorgiaTech
Projects
Analysis Of 5 Supervised Learning Algorithms
5 classification algorithms : Decision Trees, Neural Networks, Boosting, Support Vector Machines And K-Nearest Neighbours
Randomized Optimization And Search Algorithms
Random optimization algorithms : Randomized Hill Climbing, Genetic Algorithm, Simulated Annealing , MIMIC
Unsupervised Learning And Dimensionality Reduction
2 clustering algorithms : K-means, Expectation Maximization & 4 Dimensionality Reduction algorithms: PCA, ICA, Randomized Projections and Random Forest
Markov Decision Processes And Reinforcement Learning
Algorithms like value iteration, policy iteration and Q learning algorithms were analyzed two different MDPs
Temporal Difference Learning And Random Walk Experiment
TD methods were applied on a random walk experiment to replicate the results published by Sutton in his 1988 paper
Solving Lunar Lander Problem from OpenAI gym
Implemented Deep Q-Network algorithm (DQN) to successfully land the Lunar Lander problem from OpenAI gym environment
Correlated-Q Learning And General-Sum Markov Games
Multi Agent Q learning was implemented in this project as per Greenwald & Hall paper. Friend & Foe-Q, Correlated-Q and Q-Learning
AI Agent For Solving Raven's Progressive Matrices
An AI agent was implemented in python to solve Raven's Progressive Matrices using image/pattern recognition based on affine transformations
Recommendations
Santosh Rode
Technical Project Manager, MAQ Software
Isha & I were part of same team at MAQ software. During her tenure here, I have collaborated with here on couple of projects. She had become a go to person for many technologies she had worked on. There is no question, Isha is very quick to grasp new technologies and this ability makes her propose novel engineering solutions to complex business problems.She very quickly learnt the ropes of the trade and son rose to become one of the top contributors of code within the team. Beyond this she brings enthusiasm, passion and innovative thinking that is invaluable to any tech team in an enterprise.
Rush Velcsov
Senior Technical Manager, Memurai
I had the pleasure to work with Isha on critical project with a very important client. Her tenacity and the ability to stick it through tough problems and debugging situations was outstanding. Apart from her technical expertise, she was excellent in communication as well.She was always very prompt, honest and easy to work with. I would work with Isha again anytime.
Made with 💛 using PaperCSS