Senior Team Lead/manager Resume
Natick, MA
SUMMARY
An experienced Data Scientist with managerial experience in machine learning software development environments coupled with technical skills in deep learning and machine learning, who relishes the challenge of finding new solutions to grueling problems by skillfully applying innovative thinking. A published author, with startup experience and faculty at prestigious Computer Science program.
TECHNICAL SKILLS
- Deep learning: convolution neural network (CNN), recurrent neural network(RNN), LSTMs
- Classification and Regression methods: k - nearest neighbors, Support Vector Machine(SVM), Binary and Multi- Class classifications
- Languages and libraries: Python(PyData/SciPy stacks), MATLAB, Pandas
- Frameworks: TensorFlow, Keras, PyTorch, Weka, Azure Machine Learning. AWS
- Packages: NumPy, SciPy, Scikit-learn, MATLAB Toolboxes, Tableau, SQL,
- Big data: Hadoop, MapReduce
- Programming experience in MATLAB, C++, Python, JAVA, .NET Technologies
PROFESSIONAL EXPERIENCE
Confidential
- Created image classification algorithms using TensorFlow. Trained models on terabyte of data using efficient SGD methods and momentum optimizers. Used k-fold validation techniques to achieve high accuracy.
- Worked on classification models by doing rapid prototyping in Keras.
- Maintained and developed machine learning algorithm: Random Forest, SVM and Logistic Regression. Improved efficiency and incorporated models into production system.
- Designed algorithm for object detection by analyzing frames in continuous mode. Client used application for analysis of security camera films. Analyzed 500 images per sec to detect change using HOG algorithm.
- Designed recommender systems using python and scikit-learn to increase sale side transactions by providing recommendations at check-outs. Client reported further clicks increase rate by 40% after deploying algorithm in production.
- Handled terabytes of unstructured data to build a regression model to predict quality parameters for the Confidential that employed it for quality monitoring.
- Developed personalized products recommendation with Machine Learning algorithms, including Collaborative filtering, to better meet the needs of existing customers and acquire new customers
Engineering Manager - Data Science
Confidential
- Built regression models for bug predictions that helped organization to direct process and better utilization of resources.
- Implemented regression models using GD algorithm. Ran validation and cross-validation experiment to improve accuracy
- Implemented Confidential Big Data program by accomplishing BigData/Hadoop integration with MATLAB product family by designing product and test strategy
- Established infrastructure to support data analysis product including hardware, software and establishment of data flow pipelines.
- Delivered application to DevOps using Spark and to minimize machine error using Spark log analysis
- Implemented Confidential Big Data program by accomplishing BigData/Hadoop integration with MATLAB product family by designing product and test strategy
- Partnered with other managers, Release Engineering, Development, Performance and Security teams for prioritizing test issue and for modernization of test infrastructure
Senior Team Lead/Manager
Confidential, Natick, MA
In this highly technical and hands-on coding role, I mentored engineers and provided leadership for effective API level testing of products. Established qualification matrix, identified and implemented advanced software testing techniques using object oriented technologies, to find the product issues early in the development cycle. Wrote automated tools to test MATLAB interface to .NET technologies using C#. Participated in Agile development process and implemented process for better coordination between engineering and test teams.
Software Engineer
Confidential, Natick, MA
Developed test strategies for integration of legacy code base. Wrote automated test in C++ and enhanced test framework. Used JUnit to perform ‘white box’ testing on java code base.
Software Tool Engineer
Confidential, Dallas, TX
Implemented numerical algorithm for hand held, class room teaching software product based on OMAP architecture that enabled TI calculators to work with wireless protocols. Used HP Quality Center (Test Director) and QTP to test software. Also managed offshore testing teams.
Confidential
Software Engineer
Automated testing and tracked defects using Mercury Test Director.
Computer Associate
Confidential
Software Engineer
Added feature to Unicentre TNG Asset Management Utility using C++
Confidential
Software Engineer
Improved RADOS (Radiology Operating Software) by providing library interface.
