Machine Learning Engineer Job in Cogneesol

• Experience: 2 to 4 yrs
• Location: Mohali

Technical and Soft Skill sets required:

- Study and transform data science prototypes

- Design machine learning systems

- Research and implement appropriate ML algorithms and tools

- Select appropriate datasets and data representation methods

- Run machine learning tests and experiments

- Perform statistical analysis and fine-tuning using test results

- Train and retrain systems when necessary

- Extend existing ML libraries and frameworks

- 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

- 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

- Deploying models to production

- Keep abreast of developments in the field

Qualification requirements:

Deep knowledge of math, probability, statistics and algorithms

Any Graduate/ Postgraduate