CA Technologies Sr Software Engineer in Collyer Quay, Singapore
Do you want to help eliminate barriers between ideas and business outcomes? We want you to bring your unique experiences and creative ideas to the table. CA Technologies provides software and solutions that help our customers to develop, manage, and secure complex IT environments to increase productivity and enhance competitiveness in their businesses. It’s our aim to encourage global collaboration and results-oriented innovation, while supporting and developing our talented people and our communities. CA Technologies will empower you to drive authentic success, for both the business and yourself in the application economy.
As a senior software engineer you will work closely with the CA Veracode engineering team in Singapore to build, train and maintain machine learning models. You will also help develop and enhance our domain specific word2vec model for natural language processing on software security relevant data. As part of this team you will get the opportunity to work on improving the state of security in open-source code. We provide a great engineering culture and give lot of autonomy to individuals to work on interesting problems relevant to our business that can have big impact.
Collaborate across a cross functional team to develop models based on relevant data
Design and implement end-to-end pipeline for data cleaning, labelling, training and deployment of models
Automating feature engineering pipeline
Researching new methodologies to improve our model building pipeline
Implement robust testing and cross-validation of all machine learning models
Implement production quality Python code with minimal assistance
BS/MS/PhD in Computer Science or related field, or relevant industry experience is required
3-5 years experience in ML/NLP and software engineering
Ability to design and implement machine learning models
Demonstrated experience working with large, complex unstructured datasets
Expertise in the Python scientific computing tools such as numpy, scipy, pandas, ipython, scikit-learn etc.
High mathematical comprehension and ability to independently understand academic papers in machine learning and deep learning
5+ years of experience in ML/NLP and software engineering
Experience building models with security logs and events data
Experience with open source packages for modeling (Torch, Tensorflow, xgboost), visualization (matpotlib, ggplot, vega, d3.js) and data processing (Spark, Stanford CoreNLP, genism)
Experience designing, implementing, and maintaining production applications and services
Experience with API design and microservice architecture
More About Working at CA:*
CA has earned scores of global Workplace Excellence awards in the last few years – and there’s a reason for that. Here you’ll have the opportunity to eliminate barriers for our customers and earn a competitive compensation and total rewards package – all while pushing the boundaries of what’s possible by collaborating with a diverse team of global innovators. In short, CA’s fun, diverse, and fast-paced culture has put us on the map as one of the best employers in Information Technology.
Learn more about CA Technologies and this opportunity now at http://ca.com/careers
/ Note to Recruiters and Placement Agencies: We do not accept unsolicited agency resumes. Please do not forward unsolicited agency resumes to our website or to any of our employee. We will not pay fees to any third party agency or firm and will not be responsible for any agency fees associated with unsolicited resumes. Unsolicited resumes received will be considered our property and will be processed accordingly./