Sr. AI/ML Engineer

Skills

• Proficiency with a deep learning framework such as TensorFlow or Langchain

• 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

• Analytical thinking in defining the automation pipelines

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

• 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

• Building stateful chatbots

• Effcient ways of using LLMs

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

• Deploying models to production

Desired Skills and Experience

TensorFlow or Langchain,Unix