Senior Manager - Machine Learning Engineer
- Genpact India
- 6 to 11 Yrs
- Pune
- 4 years ago
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Job Description
*With a startup spirit and 90,000+ curious and courageous minds, we have the expertise to go deep with the world s biggest brands and we have fun doing it. Now, we re calling all you rule-breakers and risk-takers who see the world differently and are bold enough to reinvent it.
Transformation happens here. Come, be a part of our exciting journey
Are you the one we are looking for
Inviting applications for the role of Senior Manager- ML Engineer
Responsibilities
- Work on Genpact s AI platforms, which are a set of products responsible for building, training & deploying ML models for extraction & interpretation of semi & unstructured documents using NLP & Computer vision
- Work on ML model development as well as build automated training pipelines that deliver high-performance models on a given dataset.
- Work with application teams to understand their data extraction requirements that can be solved using ML
- Educate SMEs on ensuring high-quality data annotations & help them to validate your ML models
- Take part in building APIs around your model for production & ensure that it can deliver expected accuracies & throughput requirements
- Good theoretical & practical knowledge of ML model development, hyper-parameter tuning & production deployment
- Experience in building models using libraries like Tensorflow, Pytorch
- Good experience in writing code in Python (3.x)
- Understanding of well-known architecture/algorithms in NLP like Transformers, LSTMs & GRUs
- Experience in fine-tuning pre-trained models like BERT, ELECTRA for downstream tasks such as NER, Classification, etc.
- Understanding of Object detection using libraries like Yolo or TF object detection API
- Ability to understand model performance/shortcomings using various metrics like F1-score, mAP, confusion matrix etc.
- Knowledge of standard packaging & deployment solutions like Tensorflow Model Server, MLflow, or ONNX
- Practical knowledge of libraries like Numpy, Pandas & Spacy
- Practical knowledge of building RESTful APIs around your model using Fast/Flask API
- Knowledge of tf. data API for building reusable training pipelines
- Understanding of various model pruning techniques to maximize production throughput & minimize resource requirements needed for deployment
Genpact is an Equal Opportunity Employer and considers applicants for all positions without regard to race, color, religion or belief, sex, age, national origin, citizenship status, marital status, military/veteran status, genetic information, sexual orientation, gender identity, physical or mental disability or any other characteristic protected by applicable laws. Genpact is committed to creating a dynamic work environment that values diversity and inclusion, respect and integrity, customer focus, and innovation. For more information, visit www.genpact.com. Follow us on Twitter, Facebook, LinkedIn, and YouTube.
,Employement Category:
Employement Type: Full timeIndustry: IT - SoftwareRole Category: General / Other SoftwareFunctional Area: Not ApplicableRole/Responsibilies: Senior Manager - Machine Learning EngineerContact Details:
Company: Genpact IndiaLocation(s): Pune
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Genpact India
Genpact (NYSE: G) is a global professional services firm focused on delivering digital transformation for our clients, putting digital and data to work to create competitive advantage. We do this by integrating lean principles, design thinking, analytics and digital technologies with our domain and ...
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