ac4hsa@r.postjobfree.com
Jaydeep Rane linkedin.com/in/jaydeeprane
github.com/jaydeeprane
EDUCATION
North Carolina State University Aug’ 16 – May 18
- Masters in Computer Science (Data Science Track) (GPA: 3.741) University of Mumbai Aug ’11 - May 15
- Bachelors in Computer Engineering (GPA: 3.7)
COURSEWORK
Design and Analysis of Algorithms Foundations of Data Science Data Driven Decision Making E-Commerce Automated Learning and Data Analysis Database Management System Data Mining Algorithms for Data Guided Business
Intelligence
User Experience
WORK EXPERIENCE
Red Hat Inc. as Data Scientist / Machine Learning Intern Jun’ 17 – Present
Python, Machine Learning, Natural Language Processing, Hadoop, pySpark Mllib
- Designed a Machine Learning pipeline that analyzes a computer’s log files to identify trends/patterns of software usage across clients.
- Collaborated with a Solutions Architect for this model and implemented production level code leveraging Association Rule Mining.
- Created end to end pipeline that took unstructured data as input giving list of interesting software applications in csv file output.
- Iteratively refined model to provide accuracy of approximately 90%.
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ABM Knowledgeware Private Limited as Predictive Analytics Intern Weka, MySQL
Jan’ 14 – Mar’14
- Partnered with Engineers from Sapience.net in Pune, India to study their product that collects employee productivity data.
- Used collected employee workstation data to devise a technique that could predict employee attrition rate.
- Queried data using MySQL and experimented with Weka. Deloitte U.S. India as Business Technology Analyst HTML, CSS, AngularJS, Bootstrap
Oct’ 15 – May’16
- Worked in the User Interface development team for HealthFirst, a HealthCare Company based in New York. The Shop Wiz as Founder Member
Entrepreneurship, Team Building, Investor Relations Jan’ 16 – Jan’17
- Founded an online fashion discovery portal to bridge the gap between the brick-and-mortar apparel shops and shoppers (dev. phase) TECHNICAL SKILLS
Languages: Python, Java, R, pySpark (familiar), MySQL, JavaScript Tools: Github, AWS Mechanical Turk, Eclipse, SimpleDB Platforms: Linux, Windows, OS X Other: HTML, CSS
PROJECTS
Sentiment Analysis
Python Scikit-learn, Apache Spark Streaming APIs, Natural Language Processing, Text-Processing
- Classified tweets and IMDB movie reviews as positive/negative using feature vectors, Doc2Vec method.
- Compared accuracies and performances of various models such as Logistic Regression, Naïve Bayes etc.
Text Classification using Natural Language Processing Python, Naïve Bayes, Random Forest, nltk, gensim
- Successfully beat accuracy of baseline classifier models by categorizing biased text data into 17 categories.
- Used manually engineered features and evaluated models using F1 score and K-fold cross validation.
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Music Recommender System
Python, Apache Spark, Mllib, Collaborative Filtering
- Designed a recommender system that would suggest new artists to a user based on implicit feedback using implicit collaborative filtering techniques.
Change Detection in High Resolution Satellite Imagery R, k-means clustering
- Contributed to this team project by clustering image-grid-changes in the before-and-after satellite images.
- This helped clustering intensities of change within two satellite images.
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AdWords Placement using Online Bipartite Graph matching Python
- Implemented Greedy, MSVV and Balance Algorithms in Python to assign ad slots to the bidders whenever a user performs a query. Calculated and compared the revenues and competitive ratio of the different algorithms.
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BitcoinBot
Python, NLP, Twitter API, Web Scraping
- Designed an Amazon Alexa skill that notifies amateur Bitcoin Investors about the current public and global sentiment on Bitcoin, thus helping the user make a more informed decision before investing.
- Devised BSI (Bitcoin Sentiment Index) using multiple data sources like tweets, popular blogs and Bittrex (Bitcoin exchange) APIs.
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Extracurricular Achievements
- Represented India and won 4 Gold Medals in the South Asian Swimming Championship following which I was selected for the national camp to prepare for Commonwealth Games – 2010
- Student Body President of the Students’ Council, Thadomal Shahani Engineering College (University of Mumbai) in 2014 to 2015