Ml Engineer Job In Idfc First Bank Limited
- Idfc First Bank
- 2 to 6 Yrs
- Other Maharashtra
- 1 year ago
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Job Description
- Role/Job Title: ML Engineer Function/Department: Data & Analytics Job Purpose: In this role, you will be responsible for managing the training infrastructure for our Large Language Models (LLMs). Leveraging your deep understanding of GPUs and machine learning principles, you will oversee the training of large-scale machine learning models, optimizing resources and improving efficiency. Roles & Responsibilities: Understanding of machine learning principles and algorithms, specifically LLMs such as GPT-4, BERT, etc. Extensive knowledge of deep learning frameworks like TensorFlow, PyTorch, or Keras, which are used to train LLMs. Deep knowledge of computer architecture, particularly about GPUs. Understanding how to maximize GPU utilization and efficiency. Familiarity with cloud platforms (AWS, Azure, GCP) and experience in managing and optimizing resources for training deep learning models. Experience with containerization and orchestration tools like Docker and Kubernetes. Understanding of parallel and distributed computing principles. Experience with distributed training of deep learning models can be beneficial. Familiarity with distributed computing and big data technologies like Hadoop and Spark. Familiarity with machine learning operations (MLOps) principles and tools for managing the ML lifecycle. Secondary Responsibilities: Should have worked on the infrastructure side of multiple machines learning projects, ideally involving deep learning models such as BERT and Transformers. Experience in managing resources and optimizing performance for large-scale machine learning tasks. Experience in managing and optimizing GPU resources, both on-premises and in the cloud, for machine learning tasks. Experience in handling the challenges associated with training large models, such as managing memory usage, optimizing data loading, and troubleshooting hardware issues. Ideally, should have worked closely with data scientists and machine learning engineers to understand their infrastructure needs and provide efficient solutions. Key Success Metrics: Ensure timely deliverables. Spot Training Infrastructure fixes. Lead technical aspects of the projects. Error free deliverables. Education: Graduation: Bachelor of Science (B.Sc) / Bachelor of Technology (B.Tech) / Bachelor of Computer Applications (BCA) Post-Graduation: Master of Science (M.Sc) /Master of Technology (M.Tech) / Master of Computer Applications (MCA) Experience: 2 to 5 years,
Employement Category:
Employement Type: Full timeIndustry: IT Services & ConsultingRole Category: Not SpecifiedFunctional Area: Not SpecifiedRole/Responsibilies: Ml Engineer Job In Idfc First Bank Limited AtContact Details:
Company: Idfc First BankLocation(s): Other Maharashtra
Keyskills: computer architecture AWS Azure GCP containerization Docker Kubernetes parallel computing distributed computing Hadoop Spark data loading BERT TensorFlow PyTorch Keras Transformers
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Idfc First Bank
About Capital First Limited: CFL is listed on BSE and NSE (Stock Code: CFL). The company provides Mortgage loans to SMEs against pledge of property, Gold Loans to retail customers, Consumer Durable Loans, Two wheeler loans, and senior secured Wholesale loans. During the last year the company expande...
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