Data Scientist
2 weeks ago
**Data Scientist **JD (4 Yrs to 8 Yrs experience)
**Responsibilities**:
- You’ll be working on 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
- You’ll be working on ML model development as well as building automated training
pipelines that deliver high-performance models on a given dataset.
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 is able to deliver expected ac-curacies & throughput requirements
Skill set:
Must have:
- Strong theoretical & practical knowledge of ML model development, hyper-parameter
tuning & production deployment
- Strong 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, and 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, M L flow, or ONNX.
- Practical knowledge of libraries like Numpy, Pandas & Spacy
- Practical knowledge of building RESTful APIs around your model using Fast/Flask API
Good to have:
- 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
**Salary**: ₹1,000,000.00 - ₹2,400,000.00 per year
**Benefits**:
- Provident Fund
- Work from home
Schedule:
- Flexible shift
Ability to commute/relocate:
- Pune, Maharashtra: Reliably commute or planning to relocate before starting work (required)
**Experience**:
- total work: 1 year (preferred)
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