Machine Learning Engineer

Company: IVY TECH SOLUTIONS INC
Location: Chicago, Illinois, United States
Type: Full-time
Posted: 14.MAY.2021

Summary

Location: 100% REMOTE Start: ASAP Duration: 6 months Interviews: MS Teams video Pay Rate Range: $75/hour Summary The Division of Infor...

Description

Location: 100% REMOTE

Start: ASAP

Duration: 6 months

Interviews: MS Teams video

Pay Rate Range: $75/hour

Summary

The Division of Information Technology Services (ITS) is currently seeking a talented individual to fill the role of Machine Learning Engineer. We are looking for an expert in machine learning to help us extract value from our data. The person who fills this role will lead all the processes for new virtual assistants, from data collection, cleaning, and preprocessing, to training models and deploying them to production. This individual will be responsible for aligning the models with the university's overall machine learning strategy and road map.

The ideal candidate will be passionate about artificial intelligence and stay up-to-date with the latest developments in the field. This individual will also be passionate about delivering an exceptional customer experience. We are currently in development of 2 bots hosted on the ServiceNow and the Microsoft Azure Bot Service platforms. This role will be responsible for updates and maintenance, and ongoing customer support as necessary.

We are looking for a mentor to work with resources within and outside of existing Customer Experience (CX) team to leverage our data and provide an enhanced experience for our community. This role will need to collaborate and work with key groups and stakeholders across IT Services and the university. Representing ITS, the successful candidate will have strong collaboration, communication, and customer service skills to successfully partner with members across the community (at various levels).

To ensure that essential services are provided to the university community, a flexible schedule is required. The employee may be required to work outside his/her regular working hours and on university holidays.

Qualifications

  • Proficiency with a deep learning framework such as TensorFlow or Keras
  • Proficiency with languages such as JavaScript, HTML, Python, SQL, and C++.
  • Expertise in visualizing and manipulating big datasets (pulling from AWS, CRMs, etc)
  • Proficiency with OpenCV
  • Familiarity with Linux
  • Ability to select hardware to run an ML model with the required latency
  • Familiarity with ServiceNow and/or Microsoft Azure Bot Services preferred
Excellent interpersonal, communication and organizational skills are required. Excellent analytical and troubleshooting skills are necessary.

Strong written communication skills are preferred, as is the ability to adapt to and follow an organization's voice, tone, and style.

Breakdown of time:

Analysis- 50% of the time

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

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

Design - 25% of the time

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

Defining validation strategies

Defining the preprocessing or feature engineering to be done on a given dataset

Defining data augmentation pipelines

Deploy - 15% of the time

Managing available resources such as hardware, data, and personnel so that deadlines are met

Training models and tuning their hyperparameters

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

Deploying models to production

Collaboration - 10% of the time

Collaborating with customers, stakeholders, and service owners to build out solutions

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