10/03/2020
Mandatory Requirement
Strong command of Python
Must have 2+ years of experience in ML with a proven record of successful ML projects with
strong individual contribution
Working experience in end to end data science project life cycles from use case framing, data
collection, data exploration, model building, deployment
Key Accountabilities
Webscraping - 20%
Create data sets via Web crawling and web scraping (e.g.Python,BeautifulSoup, Selinium,
Scrapy)
API Integration -10%
Experience in HTTP, Sockets, REST, JSON API services in Python
Automation - 20%
Experience in developing Python Automation Scripts
Process large data sets and develop workflow automations (Python)
Database 10 %
Experience in relational databases; Experience preferred in MySql
Experience and demonstrated proficiency in database development and management;
Data Engineering 20%
Experience in extracting, cleaning, and structuring and storing data from unstructured or
semi-structured sources.
Develop modules to extract data from documents and identify entities and relationships.
Maintain data integrity and consistency across multiple databases and applications.
Experience in data pre-processing and data manipulation skills
Data quality and data cleansing techniques
NLP -10%
Experience in Natural Language Processing using NLP packages in
Python(NLTK,Gensim,Spacy)
Model Building - 10%
Machine Learning using models like Random Forest, SVM, K Means, etc. and using libraries
like Keras, SKLearn, TensorFlow.
Training and Testing different ML/DL algorithms, performing iterative experiments with
different techniques to discover the best performing algorithm.
Creating frameworks to monitor algorithm performance.
Collecting and integrating data from various data sources to be used for building the models
(writing crawlers, connecting to databases for extracting data for training algorithms, creating
features that support hypothesis.)
Behavioral / team skills
Personal drive and positive work ethic to deliver results within tight deadlines and in
demanding situations
Able to lead an effort with minimal supervision and collaborate in small teams
intellectually curious, always eager to learn new skills and share the knowledge with others
Excellent English verbal and written communication skills
Self-motivated/ self-starter
Ability to thrive in a start-up environment
The desired candidate should be a quick thinker and should have a track record of high
performance product development.
Can work with a lean team internally, and is a self-starter.
Passion for learning and problem solving
