Data Scientist
Job Description
We are looking for Data Scientist FULLTIME
Responsibility:
Model
- Design, develop, deploy and improve production-grade near realtime scalable machine learning and statistical predictive models and NLP from near realtime call transcripts and utterances
- Develop novel algorithms and models using state-of-the-art techniques like deep learning neural networks (auto-encoders, feedforward networks, RNNs/CNNs, etc.) and NLP model architectures and algorithms such as BERT (and derivatives like BioBERT, RoBERTa, ALBERT etc.), BiLSTM, XLNet, T5, ELECTRA, PaLM and more
- Partner with cross-functional teams, understand problems, and identify opportunities where advanced analytics and machine learning techniques can be used to make a significant impact and then design, develop, deploy and monitor those ML solutions
- Capture and inform your ML infrastructure decisions using your understanding of ML modeling techniques and issues, including choice of model, data, and feature selection, model training, hyperparameter tuning, dimensionality, bias/variance, and validation).
- Design, implement, deploy, and maintain deep learning and ML models using cloud technologies (e.g., Azure Databricks, MLFlows and Azure ML)
- Write production-ready modeling code that can be scaled out to 100 millions of calls and millions of users
- Promote deep scientific expertise, constant learning, attention to detail, and best practices while always being friendly, humble, and open to challenging any assumptions
- Collaborate with data engineers, machine learning engineers, product managers and capability teams to coordinate timely deployments from conception to release
- Promotes and integrates best practices in data science and adheres to established work standards
- Research new machine learning solutions to complex business problems
- Communicate process, requirements, assumptions and caveats of advanced ML and NLP concepts and deliverables in laymen languages to non-technical business leaders
- BS, MS, or PhD in Computer Science, Statistics, Applied Mathematics, Data Science, Economics or related quantitative fields
- 5+ years experience in designing, developing and deploying production-grade machine learning solutions (supervised, unsupervised, reinforcement learning, transfer learning), deep learning framework (e.g. TensorFlow, PyTorch, Keras, etc) and NLP (NLTK, Spark NLP, spaCy, HuggingFace, Flair, NLTK, etc) for real-world business problems.
- Experience with AI Call Routing
- Expertise in Python and SQL, with working experience in Apache Spark, Hadoop, Databricks, Snowflake, or other big data systems
- Development and ML experience in cloud platforms such as Microsoft Azure
- Combination of deep technical skills and business sense, to interface with all levels and disciplines within an organization.
- Excellent written and verbal communication skills to explain complex research to both technical and non-technical audiences
- Self-motivated individual that thrives in a dynamic environment
Wipro is an Equal Employment Opportunity employer and makes all employment and employment-related decisions without regard to a person's race, sex, national origin, ancestry, disability, sexual orientation, or any other status protected by applicable law.
AI Cognitive
Date Posted
09/02/2023
Views
7
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