Dipti Chaudhari

Research Interests

Data Science, Machine Learning, Neural Networks, Deep Learning, Computer Vision, Game/Puzzles solvers

Projects

DEEP LEARNING APPROACH TO SOLVE BOARD GAMES - Master's thesis in implementing machine learning solution to solve board games - Using deep Convolutional neural networks and reinforcement learning to solve the game- Connect 4 - Technology- Google Tensorflow, Python

GPU ACCELERATED COMPUTING & DEEP LEARNING - A Performance and Power Analysis of Deep Learning applications on GPGPUs - This is a study report for the roadmap of development of GPUs and how it has boosted performance of Deep Learning - The performance analysis using Caffe framework and cuDNN library using Alexnet environment is discussed for application of image classification - Link : https://git.io/vyBhx

FAULT TOLERANCE IN NEURAL NETWORKS - Built and Trained Feed Forward Neural Network using User Knowledge Dataset(Test Accuracy- 67%) - Induced transient faults by changing link weights of NN, Retained Test Accuracy in range 60-65% - Technologies: Python- Google Tensorflow, sklearn - Link: https://git.io/vyBh1

JAPANESE PUZZLE- CONSTRAIN PROGRAMMING - Fillomino puzzle solver designed using Constrained Programming - Approach - Overall ARC consistency with childbearing forward checking rule - Technologies: Python, Matplotlib (Graphics)

DDMINER - Data mining in Distributed computing environment, where data is shared by different grids - Application handled Machine Learning problem of predictive analysis where data set was distributed - Technologies: Python, R, HTML/CSS, JavaScript - Link: https://git.io/v9VoC

TRAVELLING SALESMAN - TSP was solved using optimal algorithm, Branch and Bound using different approach - Sequential approach, Multi-threading and MPI programming - Technologies- Python, libraries- Thread, MPI, Numpy - Link: https://git.io/v9VoW

PORTFOLIO MANAGEMENT - Software portfolio managements system which maintained stock details of customer and companies - Web-based interface provided to admin and customer with different rights and permissions - Various transactions like stocks trading & investments were implemented - Technologies: PHP, Javascript, HTML/CSS, WAMP server - Link : https://git.io/v9Voz

Publications

Real Time Object Monitoring System, Mar 2013
International Journal of Modern Electronics and Communication Engineering (IJMECE)
A system for real-time monitoring of connected objects via mobile phone. The objects continuously send their current state to the centralized system. Users interested in monitoring connect to the object via our apps from their mobile phone, and the updates are seen by them directly inside the app or online. The objects could be people, vehicle, web-sites, laptop, etc. Users connect with the system’s IntouchId via our app, and then get data shared by their system

Degrees

BE Computer Science, Pune, India MS Computer Science, CSULB

Honors and Awards

IEEE- Eta Kappa Nu, Epsilon Theta Chapter. Top Performer in Graduate Class- Spring 16, Fall 16 Tau Beta Pi. Ranked in top 5% in Graduate class - Spring 16, Fall 16 Golden Key International Honour Society. Ranked top 1 % in Graduate class- Spring 16- Fall 16

More Information

Linkedin
Website
Github