Build deep learning models for a variety of image and text based tasks. Eg: Instance segmentation, image2text, text parsing, image/text classification, few shot and active learning.
Build and optimize infrastructure for training, deploying, bench-marking and monitoring large scale deep learning models
Build infrastructure for dataset discovery, collection and pre-processing
Read and be aware of state of the art research in computer vision, text processing, active learning and adapt them to problems that we solve at Ottimate
You will be part of a growing team that designs, develops and deploys machine learning models that advance the state of the art in extracting structured information from images and documents, and help businesses automate document based workflows.
A typical day will include one or many of the following: reading and writing machine learning / deep learning code, catching up on state of the art research, analyzing datasets, work on infrastructure and dev ops, training and bench marking models, monitoring performance and brainstorming with other engineers in the team.
You think critically about your work and ask questions in order to improve the product
You like the iterative process of development
You are driven by curiosity, the whys and hows are what you are looking for always
You have a data intuition and are easily able to identify patterns
You are good at looking at the big picture but also have a clear idea of looking at individual examples and finding solutions
You have strong communication skills and are able to explain complex technical topics to the entire team in a clear and concise way
You have the ability to go deep, but also appreciate the challenge of understanding breadth
When things inevitably break—you eagerly jump in to diagnose and fix the core issues
You seek out problems to fix and are willing to dissect it to get to the solution.
Strong team player, ability to collaborate with multiple remote engineers working towards a common goal.
Strong communication and writing skills, ability to explain and present complex ideas to other members of the team.
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Ability to think critically and logically and a high inclination towards problem solving
Ability to grasp things quickly, is excellent in time management and a can do attitude
Masters or PhD in computer science or related fields
4+ years of total experience out of which minimum 2 years of experience in building and deploying Machine Learning / Deep Learning models in a production setting
Strong software engineering and computer science fundamentals, with experience building and deploying Deep Learning models to production.
We are a Python shop. Strong background and experience in Python is necessary.
Strong skills in working with multiple codebases, version control and CI/CD.
Strong understanding of Machine Learning and Deep Learning fundamentals, with ability to read and understand cutting edge research papers and implement them in any popular framework.
Experience/ Expertise in any of the following: Computer vision, Natural Language Processing, deep learning, non convex optimization, neural networks, active learning, few shot learning, meta learning, CNNs, RNNs, reinforcement learning.
Strong experience is any one popular Deep Learning framework like Pytorch . We use Keras (Tensorflow)/ Pytorch in general we are framework agnostic.
Experience in SQL
Experience in building APIs using Flask, Django
About Ottimate
Financial Technology200 employeesFounded 2014
Automated accounts payable and payment software for hospitality businesses.