Data Scientist
Job Description:
Key Responsibilities:
1. Data Collection and Analysis:
- Gather data from various sources, including structured databases, unstructured text, and multimedia content.
- Clean, preprocess, and validate data to ensure its quality and reliability.
- Apply statistical and analytical methods to extract meaningful patterns and insights.
2. Machine Learning and Deep Learning:
- Develop and implement machine learning models and algorithms.
- Leverage deep learning techniques for tasks such as image recognition, natural language understanding, and sentiment analysis.
- Use frameworks like TensorFlow, PyTorch, or Keras to build and train neural networks.
3. Natural Language Processing (NLP):
- Apply NLP techniques to process and understand human language.
- Work with text data, sentiment analysis, named entity recognition, and language modelling.
- Build chatbots, recommendation systems, RAG and language translation models.
4. Image Recognition and Computer Vision:
- Design and implement image recognition systems using convolutional neural networks (CNNs).
- Process and analyse visual data from images and videos.
- Solve problems related to object detection, segmentation, and image classification.
5. Predictive Modelling and Forecasting:
- Create predictive models to forecast trends, or business outcomes.
- Use time series analysis, regression, and ensemble methods.
- Evaluate model performance and iterate for improvements.
6. Data Visualization and Communication:
- Present findings and insights to stakeholders using clear and compelling visualizations.
- Communicate complex technical concepts to non-technical audiences.
- Collaborate with cross-functional teams to drive data-driven decision-making.
7. Database Management:
- Design and maintain databases to store and retrieve large-scale data efficiently.
- Optimize data storage, indexing and query performance
- Candidates with educational backgrounds from prestigious institutions such as IITs, IIS, and ISI are preferred.
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