Independent Data Science Consultant Data Scientist
Oct. 2016 - Present
-Currently building a matchmaking algorithm for a transportation app company.
-Created SQL-based reports to assess marketing (Facebook and email) campaigns and user activity for a social app.
Galvanize/Zipfian Technical Admissions Officer
Sep. 2015 – Sep. 2016
-Conducted 30 minute coding interviews for the 3-month data science bootcamp.
-A/B tested new interview questions and revamped Galvanize’s coding interview process
-Completed data science immersive program with project-based curriculum focused on programming, data processing, machine learning, and data visualization.
-Final Project: Developed a unique algorithm that uses aspect-based sentiment scoring for personalized restaurant recommendations. Came up with the concept and algorithm after doing NLP on restaurant reviews for business insights. - NLTK statsmodels BeautifulSoup PostgresSQL Salesforce CRM Github github.com/jachian22/yelp_nlp
Sage-N Research Biotech Software (Proteomics) Data Scientist Sep. 2013 – Sep. 2015
-Owned the machine learning pipeline for the software utilizing semi-supervised learning to allow labs to train and implement their own models using their own data.
-Handled the bulk of the service stream from labs to implement techniques used in our software at a more granular level for our clients. - R: e1071, caret, ggplot2 Python: scikit-learn, Pandas, NumPy
Honors & Awards
-US State Dept Clean Energy Hackathon - 1st place
SKILLS
Languages:
Python, R, SQL, HTML
Python Packages:
NumPy, SciPy, Pandas, scikit-learn, PySpark, NLTK, gensim, NetworkX, BeautifulSoup, Matplotlib
R Packages:
ggplot2, caret, plyr, randomForest, e1071
Stats/Machine Learning:
Random Forest, Gradient Boosting, Word2vec, Doc2vec, Recommender Systems, SVM, SVD/PCA, NMF, Bayesian Methods, Neural Networks
Databases / Big Data:
PostgresSQL, SQLite, MongoDB, MapReduce, Spark
EDUCATION
Data Science Fellowship
Galvanize, 2015
BS, Chemistry
UC Santa Barbara, 2013
LINKS
LinkedIn - jachian22
Github - jachian22