- The candidate should have extensive experience in handling largescale datasets, building robust forecasting models for longterm predictions (1, 3, and 5 years), and proficiency in Python programming.
- The role entails a blend of exploratory data analysis (EDA), Feature engineering, model development, testing, and deployment in a fastpaced environment.
- Design and implement advanced time series forecasting models tailored to specific business needs.
- Utilize statistical methods, machine learning techniques, and deep learning architectures for model development.
- Optimize model performance through feature engineering, hyper parameter tuning, and model selection.
- Develop rigorous testing frameworks to evaluate model accuracy, robustness, and reliability.
- Perform backtesting and crossvalidation to assess the generalization capability of the models.
- Develop forecasting models capable of predicting future trends over extended long periods
- Incorporate external factors, seasonal patterns, and macroeconomic indicators into the forecasting models.
- Deploy models into production environments, ensuring scalability and efficiency.
- Implement monitoring mechanisms to track model performance, drift detection, and recalibration as necessary.
- Document methodologies, assumptions, and findings for reproducibility and knowledge sharing.
- Proven experience (3+ years) in developing time series forecasting models, preferably in a commercial or industrial setting.
- Proficiency in Python programming and data manipulation libraries (e. g. Pandas, NumPy).
- Strong understanding of statistical methods ( ARIMA, SARIMA, LSTM, Decomposition etc), machine learning algorithms, and deep learning frameworks (e.g. TensorFlow, PyTorch).
- Experience with distributed computing frameworks (e.g. Spark) and cloud platforms (e.g. AZURE, Block Storage etc) is desirable.
- Excellent problemsolving skills, analytical thinking, and attention to detail.
- Effective communication skills with the ability to convey complex technical concepts to nontechnical stakeholders.
- Demonstrated ability to work collaboratively in crossfunctional teams and adapt to changing priorities in a fastpaced environment.
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Data Scientist - Pune, India - Awign
Description
Job Description :
About Awign Expert :
Awign Expert is an Enterprise focused platform that helps businesses Hire, Assess and Manage high skilled resources for Gig Based Projects.
We are a newly launched business division of Awign, which is one of the pioneers and currently the largest player in the Gig Economy in India.
Here at Awign we are changing how the world works with a vision to uplift millions of Careers.About the Role :
Duration : 6 months
Timings :
Full Time (As per company timings)
Notice Period :
(Immediate Joiner - Required)
Location :
Pune
We are seeking a highly skilled Data Scientist specialized in Demand forecasting.
Job Profile :
Data Scientist (Time Series Forecasting)
Responsibilities :
Data Preparation and Exploration :
Model Development :
Validation and Testing :
Long-Term Forecasting :
Model Deployment and Monitoring :
Documentation and Communication :
Qualifications :