Job Location: Bangalore/Bengaluru
- Hands on experience to work on time series modelling, time series prediction and forecast algorithms
- Strong in R or python programming experience
- Apply various conventional AI/ML algorithms such as ARIMA, SARIMA and deep ML based algorithms such as LSTM, RNN, Auto encoders
- Apply state-of-the-art AI/ML algorithms such as Linear regression, Na ve Bayes, Decision Trees, Random Forest, SVM, PCA, PLS etc.
- Work on at least one of the problems related to time series forecast, predictive maintenance, asset health monitoring, Residual Useful Life (RUL) calculation etc.
- Apply statistical signal processing techniques for data cleaning
- Apply time series techniques like Fourier transform, Fast Fourier transforms, Wavelets to solve problems related to time series analysis
- Analyze time series data using correlation analysis, partial correlation analysis, factor analysis, contribution plots
- Build pipeline of AI/ML using data pre-processing, feature engineering, modelling, post processing, result validation, model deployment
- Ability to work on large scale time series data
Qualifications: Education, Competencies (Knowledge, Skills Behaviour) and Experience
- Minimum Qualifications
- BTech/M Tech from a reputed institute
- Experience in programming languages like R, Python, PySpark, MATLAB etc.
- Ability to study state of the art of research publications and patents
- Outstanding communication (verbal, written) and presentation abilities
- Positive team player attitude with conflict management and influencing skills.
- Preferred Qualifications
- Exposure or knowledge in Renewable Tech companies
- Knowledge of optimization field would be preferable
- Hands-on experience in Big data tools like Apache Spark, Kafka, Pulsar, HDFS, Apache Airflow, Cassandra, MongoDB, Elasticsearch, time-series databases etc.
- Exposure to machine vision and deep-ML architectures such as CNN, R-CNN, Fast CNN, Faster R-CNN, YOLO, Detectron etc.
- Experience of publishing patents and publications
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