Manager - Machine Learning Engineer
Genpact
Pune, India
6d ago

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
  • Qualifications we seek in you!

    Minimum qualifications

  • 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
  • Preferred qualifications

  • 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
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