
Data Science
2 weeks ago
Key Responsibilities:
- Comprehend business issues:Propose valuable business solutions using statistical and AI/ML models.
- Model Design:Design statistical models and machine learning/deep learning models to address complex business challenges.
- Model Deployment:Develop and deploy ML/DL models into production environments.
- Data Insights:Formulate available data sources, augment them, and extract valuable insights using SQL and efficient query writing techniques.
- Data Visualization:Create innovative data visualizations and graphs using tools like d3js, dashplotly, and neo4j.
- Integration:Ensure seamless integration of AI/ML models into business processes using cloud platforms like AWS or Azure.
- Cross-Functional Collaboration:Work closely with cross-functional teams, translating business needs into actionable AI solutions.
- Agile Participation:Participate in agile project delivery, ensuring the timely execution of deliverables.
Required Technical Skills:
- Python Programming:Proficient in Python programming.
- Statistical Knowledge:Practical knowledge of Statistics and Operations Research methods.
- Frameworks and Tools:Hands-on experience with frameworks and tools such as Flask, PySpark, PyTorch, TensorFlow, Keras, Databricks, OpenCV, Pillow/PIL, Streamlit, and neo4j.
- Analytics/AI-ML Services:Expertise in Analytics/AI-ML AWS services, including SageMaker, Canvas, Bedrock.
- Predictive Modeling:Strong understanding of predictive modeling techniques like regression models, XGBoost, random forests, GBM, Neural Nets, SVM, etc.
- NLP Techniques:Proficient in NLP techniques like RNN, LSTM, and Attention-based models, with knowledge of Stanford NLP, IBM, Azure, and OpenAI NLP models.
- MLOps:Experience in MLOps: deploying models into production on AWS or Azure cloud platforms.
- Version Control:Working knowledge of version control tools such as GitHub and Bitbucket.
Soft Skills:
- Analytical Abilities:Strong analytical and problem-solving abilities.
- Communication Skills:Excellent communication, listening, and probing skills.
- Interpersonal Skills:Strong interpersonal skills, with the ability to collaborate and work effectively within a team.
Good to Have:
- AWS Specialty Certification in Data Analytics or Machine Learning.
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