Location: Chennai
Experience: 2+ Years
Skill: Knowledge for Machine Learning
Job Description:
- Understanding the education domain and knowing what business problems we are trying to solve
- Enabling the business to make decisions by arming them with quantified insights in addition to understanding the needs of their non-technical colleagues to wrangle the data appropriately; knowing how to create a storyline around the data to make it easy for anyone to understand
- Providing analytics-based insights to help the marketing team optimize marketing spends
- Implementing customer projects and internal product roadmap projects on Data Science
- Guiding and mentoring less experience resources
- Identifying the data analytics problems that offer the greatest opportunities to the organization
- Collecting large sets of structured and unstructured data from disparate sources
- Cleaning and validating the data to ensure accuracy, completeness, and uniformity
- Devising and applying models and algorithms to mine the stores of big data
- Analyzing the data to identify patterns and trends
- Interpreting the data to discover solutions and opportunities
- Communicating findings to stakeholders using visualization and other means
- Developing processes and tools to monitor and analyze model performance and data accuracy
Required skills:
- Master’s degree in Software Engineering or related field
- Machine learning techniques in high-dimensional spaces including linear models, kernels, ensembles, regularization, dimensionality reduction, data mining, and clustering
- Hands-on experience in Hadoop or Big Data querying
- Strong programming skills using R, SQL, and Python
- Familiarity with Scala, Java, or C++
- Experience working on Prediction/Prescriptive analytics/Forecasting algorithm
- Implementation experience of different Classification, Regression, Predictive, Anomaly detection algorithms
- 2-4+ years of experience in Hadoop Ecosystem fluency (MapReduce, HBase, Kafka, etc.) and/or Apache Spark/PySpark 1.5+
- Implementation knowledge of REST API and JSON for data exchange
- Ability to deliver products in a timely manner with high quality
- Familiarity with multiple software development practices and tools and the proven ability to adapt, champion, and institute good practices and tools
- Ability to write and execute complex queries in SQL
- Hands-on experience in Machine learning techniques such as supervised machine learning, decision trees, logistic regression, etc.