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Data Scientist
2 weeks ago
Job Role: Data Scientist
Job Location: Bangalore
Role Summary:
- You will assist clients in solving real-life problems by navigating the data-to-insights process: understanding business issues, grasping the data landscape, and utilizing a mix of exploratory Machine Learning & Advanced Analytics on textual data. You will create, experiment, and deliver innovative solutions with a consultative approach to clients using textual data.
Desired Profile:
- Background in Computer Science/Computer Applications or a quantitative discipline (Statistics, Mathematics, Economics/Operations Research, etc.) from a reputable institution
- 3-6 years of experience using analytical tools/languages like Python on large-scale datasets
- Must possess Semantic modeling & NER experience
- Experience with pretrained models and awareness of the latest trends in embeddings and their applicability for various use cases
- Strong experience in NLP/NLG/NLU applications using popular Deep Learning frameworks like PyTorch, TensorFlow, BERT, and GPT (or similar models) along with OpenCV
- Exposure to Generative AI models (LLMs) like Mistral, Falcon, Llama 2, GPT-3.5 & 4, Prompt Engineering
- Experience working with Azure services for ML & Generative AI projects
- Demonstrated ability to engage with client stakeholders at different levels and provide consultative solutions across various domains
- In-depth knowledge of techniques such as Linear Regression, gradient descent, Logistic Regression, Forecasting, Cluster analysis, Decision trees, Linear Optimization, Text Mining, etc.
- Strong understanding of integrating NLP models into business workflows with exposure to project initiation and impact creation in at least one project. Experience in model productionizing & retraining
- Coding skills in languages like Python, SQL
- Expertise in language semantic concepts & data standardization
- Track record of successful models and practical implementation
- Hands-on experience with popular ML frameworks like TensorFlow
- Experience with scalable application development practices from problem definition to deployment
- Familiarity with Cloud services like AWS SageMaker is advantageous
- Develop and apply Statistical Modelling techniques (e.g., Bayesian models, deep neural networks), optimization methods, and other ML techniques to various applications
- Knowledge in Machine Learning techniques for entity resolution, speech products, or text search domain
Remote Work: No
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