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Associate- MLOps

Zenon Analytics Private limited ยท Uttar Pradesh, Noida, India
// classified as
Other (Adjacent or hard to classify.)
posted
1d ago
location
Uttar Pradesh, Noida, India
languages
python, r
tools
aws, azure, docker
> stack
pythonrawsazuredockerhadoopkafkakubernetesmlflowsagemakersparkfastapiflaskpytorch
> description
<p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;"><strong>Job Description: Associate (Analytics)</strong></p><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;"><br></p><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">Zenon Analytics is a global boutique consulting firm and the leading AI partner for Fortune 500 firms. We partner with clients across the globe to identify their highest-value opportunities, address their most critical challenges, and transform their enterprises using advanced analytics.</p><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;"><br></p><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;"><strong>In a nutshell:</strong></p><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;"><br></p><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">An Associate (Analytics) at Zenon Analytics is responsible for analysing data and deriving actionable insights for timely decision making by our clients. A person in this role will be responsible for client engagements, understanding client requirements, problem structuring, extracting requisite data, performing extensive data analyses and building statistical &amp; predictive models.</p><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">The ideal candidate should have exceptional coding skills (Python/R), strong analytical skills including theoretical and practical knowledge of putting ML models into production. The ideal candidate should also possess excellent soft skills to support client engagements.</p><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">They will work closely with highly experienced leaders in designing, developing and implementing cutting-edge analytics solutions for a variety of business problems.</p><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;"><br></p><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;"><strong>What will you do?</strong></p><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;"><br></p><ul><li style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">Engage with clients to understand their business needs from an analytical standpoint and accordingly define the problem statement(s) to focus on.</li><li style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">Understand the data requirements to solve the problem and perform exhaustive exploratory analyses.</li><li style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">Build statistical and/or predictive models on the data to assist in better business decision making. Test the performance of the models and deploy them into production by closely working with the client teams</li><li style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">Prepare client deliverables, followed by engaging with the clients to discuss results and recommendations.</li><li style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">Be passionate about applying analytics to real-world business situations and producing measurable improvements for clients.</li><li style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">Be comfortable with ambiguity and truly enjoy the challenge of creating new solutions for difficult Big Data problems.</li><li style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">Bring in analytical expertise to assist with Business Development proposals.</li></ul><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;"><br></p><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;"><strong>What are we looking for?</strong></p><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;"><br></p><ul><li>Strong academic background, preferably from Tier I institutes with a major in Engineering/Mathematics/Statistics</li><li style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">Self-driven, with the ability to work in a fast paced, dynamic environment</li><li style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">3-6 years of experience in putting ML models into production</li><li style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">Analytical thinker with strong problem structuring and solving abilities</li><li style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">Ability to work in a systematic manner with focus on quality of work and efficiency</li><li style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">Strong communication skills</li></ul><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;"><br></p><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;"><strong>MLops and Data Science expertise -</strong></p><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;"><br></p><ul><li>Hands-on experience in Python , R, SQL</li><li>Knowledge of building traditional and advanced ML models for structured and unstructured data and putting models into production</li><li>Expertise in one of API frameworks like FastAPI, Flask etc.</li><li>Engineering Deep hands-on experience with one or more of the following Cloud and AI technologies: Cloud-native architectures (Containers, Kubernetes, Serverless) DataOps, MLOps (Kubeflow, Ray) Tightly-coupled and Loosely-coupled HPC frameworks Deep Learning, ML Frameworks (PyTorch, TensorFlow)</li><li style="text-align: justify;">Knowledge of infrastructure stacks at-least one. (AWS, Azure, GCP, Docker, Kubernetes, Kafka, Spark, etc.)</li><li style="text-align: justify;">Experience in agile development, utilizing Git, MLFlow CI/CD, and MLOps frameworks.</li><li style="text-align: justify;">Architecture - the ability to create and explain 3-tier architecture diagrams, system context diagrams, system interaction diagrams, etc.</li><li style="text-align: justify;">Model Management, MLOps, Model Deployment approaches, Model monitoring and tuning with respect to at-least one of the major cloud providers</li><li style="text-align: justify;">Hands on working experience on at least one of the MLOps Platform like AWS Sagemaker, Dataiku, Data Robot etc.</li><li style="text-align: justify;">Knowledge to design a solution approach, leading a team to deploy and maintain it in production.</li></ul><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;"><br></p><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;"><strong>Good to have experience</strong></p><p style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;"><br></p><ul><li style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">Financial services or Healthcare industry experience will be a plus</li><li style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">Experience in UiPath AI Fabric</li><li style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">Worked on Cloud AWS</li><li style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">Experience in bigdata Hadoop, Teradata</li><li style="margin-bottom: 0cm; line-height: normal; background: white; text-align: justify;">PySpark exposure</li></ul><p><br></p>