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Machine Learning Engineer
3 months ago
Tiger Analytics is an advanced analytics consulting firm. We are the trusted analytics partner for several Fortune 100 companies, enabling them to generate business value from data. Our consultants bring deep expertise in Data Science, Machine Learning, and AI. Our business value and leadership have been recognized by various market research firms, including Forrester and Gartner.
We are looking for a motivated and passionate Machine Learning Engineers for our team.
As part of this job, you will be responsible for:
- Providing solutions for the deployment, execution, validation, monitoring, and improvement of data science solutions
- Creating Scalable Machine Learning systems that are highly performant
- Building reusable production data pipelines for implemented machine learning models
- Writing production-quality code and libraries that can be packaged as containers, installed and deployed
Requirements
Essential Functions
- Support ML projects from strategy through implementation and on-going improvements.
- Perform data collection, analysis, validation, cleansing, developing software in support of multiple
machine learning workflows, integrating / deployment of code in a large-scale production
environments and reporting.
Designs, codes, tests, debugs, and documents ML code - models, ETL processes, SQL queries, andstored procedures.
Extracts and analyzes data from various structured and unstructured sources, including databases,files, data lakes and external APIs/websites.
Responds to data inquiries from various groups within client’s organization. Requires experience with relational databases, document databases (NOSQL) and knowledge ofquery tools and/or statistical software.
Responsible for other duties/projects as assigned by business management / leadership.Qualifications
Minimum Required
7 plus years of experience in statistical modeling, data mining, analytics techniques, machinelearning software development and reporting
5 plus years of applied experience in building / deploying Machine Learning solutions usingvarious supervised/unsupervised ML algorithms such as Linear/Logistic Regression, Support
Vector Machines, (Deep) Neural Networks, Random Forest, etc., and key parameters that affect
their performance.
5 plus years of hands-on experience with Python and/or R programming and statisticalpackages, and ML libraries such as scikit-learn, TensorFlow, PyTorch, etc.
3 plus years of experience in building use cases / solutions especially around AI/based on Cloud infrastructure and services such as Azure,GCP,AWS cloud platforms and Onpremise
environments
Expertise with SQL, noSQL, Python, R, Javascript programming languages and big dataenvironments (such as Splunk, Hadoop, Spark, Flink, Stream Analytics, Kafka, Docker,
Kubernetes etc.)
Experience developing experimental and analytic plans for data modeling processes, usingstrong baselines, and determining cause and effect relations.
Understanding of relevant statistical measures such as confidence intervals, significance of errormeasurements, development and evaluation data sets, etc. in data analysis projects.
Expertise with scaling pilot machine learning solutions to a large scale production environment using databricks Expertise with visualization tools such as PowerBI, D3JS etc. Excellent written and verbal communication skills.Desired
Bachelor or Masters degree in highly quantitative field (computer science, or electricalengineering, mathematics, statistics) or equivalent domain specific experience in lieu of a
degree.
Proficient in machine learning data workflows, data collection methodologies, and data analysis. Experience with architecting, designing, developing software solution in Azure and on-premenvironments.
Certifications AI / ML and Azure Cloud platformsBenefits
Significant career development opportunities exist as the company grows. The position offers a unique opportunity to be part of a small, fast-growing, challenging and entrepreneurial environment, with a high degree of individual responsibility.
