We are looking for an expert in machine learning to help us create product / accelerators and drive as centre of excellence group.
He / she should have delivered commercial grade products with 6-9 year of relevant experience in ML field.
You will lead team and instrumental in ML practice establishment.
You will lead all the processes from data collection, cleaning, and pre-processing, to training models and deploying them to production.
The ideal candidate will be passionate about artificial intelligence and stay up to date with the latest developments in the field.
Responsibilities :
Understanding business objectives and developing models that help to achieve them, along with metrics to track their progress
Managing available resources such as hardware, data, and personnel so that deadlines are met
Managing Team members and mentor creating next league of team members
Analyzing the ML algorithms that could be used to solve a given problem and ranking them by their success probability
Exploring and visualizing data to gain an understanding of it, then identifying differences in data distribution that could affect performance when deploying the model in the real world
Verifying data quality, and / or ensuring it via data cleaning
Supervising the data acquisition process if more data is needed
Finding available datasets online that could be used for training
Defining validation strategies
Defining the pre-processing or feature engineering to be done on a given dataset
Defining data augmentation pipelines
Training models and tuning their hyperparameters
Analyzing the errors of the model and designing strategies to overcome them