3 Exponent Jobs
5-10 years
Data Scientist - ML/DL/NLP - Energy Sector Startup (5-10 yrs)
Exponent
posted 3d ago
Key skills for the job
Key Responsibilities:
Your responsibilities will include the following -
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
Functional Areas: Other
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