Machine Learning Senior Developer Job in Walkingtree Technology

Responsibilities

• Understanding business objectives and developing models that help to achieve them, along with metrics to track their progress
• 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 preprocessing 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

Skills

• Proficiency with a deep learning framework such as TensorFlow
• Proficiency with Python and basic libraries for machine learning such as scikit-learn and pandas
• Expertise in visualizing and manipulating big datasets
• Familiarity with Linux
• Ability to select hardware to run an ML model with the required latency
• Understanding of KubeFlow and Orgo workflow will definitely be an asset

Experience

• Must have 8+ years of experience in IT
• Should have 5+ years of relevant working knowledge of AWS Analytics
• Must be comfortable with the entire AI/ML pipeline on AWS and he/she must be doing this for at least 2-years
• Must have a B.Tech (Computers Science) or equivalent degree