Machine Learning Engineer

Overview

Responsibilities:

● Studying, transforming, and converting data science prototypes

● Deploying models to production

● Training and retraining models as needed

● Analyzing the ML algorithms that could be used to solve a given problem and ranking them by

their respective scores

● Analyzing the errors of the model and designing strategies to overcome them

● Identifying differences in data distribution that could affect model performance in real-world

situations

● Performing statistical analysis and using results to improve models

● Supervising the data acquisition process if more data is needed

● Defining data augmentation pipelines

● Defining the pre-processing or feature engineering to be done on a given dataset

● To extend and enrich existing ML frameworks and libraries

● Understanding when the findings can be applied to business decisions

● Documenting machine learning processes

Basic requirements:

● 6+ years of IT experience in which at least 3+ years of relevant experience primarily in

converting data science prototypes and deploying models to production

● Proficiency with Python and machine learning libraries such as pandas, xgboost

● Strong working experience with pyspark

● Experience with Machine Learning life cycle and training/retraining

● Strong expertise in using kubeflow/airflow and docker containerization

● Knowledge of Big Data frameworks like Hadoop, Spark, etc

● Experience in working with ML frameworks like TensorFlow, Keras, OpenCV

● Strong written and verbal communications

● Excellent interpersonal and collaboration skills.

● Expertise in visualizing and manipulating big datasets

● Familiarity with Linux

● Ability to select hardware to run an ML model with the required latency

● Robust data modelling and data architecture skills.

● Advanced degree in Computer Science/Math/Statistics or a related discipline.

● Advanced Math and Statistics skills (linear algebra, calculus, Bayesian statistics, mean, median,

variance, etc.)

Job Types: Full-time, Permanent

Pay: ₹2,500,000.00 - ₹3,500,000.00 per year

Experience:

• Machine learning: 4 years (Required)
• Python: 4 years (Required)
• Spark: 2 years (Required)

Work Location: In person