Nlp Full Stack Data Scientist-hthd - Chennai, India - Ford Motor Company
Description
Responsibilities:
- Explore SoTA models/techniques so that they can be applied for automotive industry usecases
- Conduct ML experiments to train/infer models; if need be, build models that abide by memory & latency restrictions
Education:
Bachelor's or Master's Degree in Computer Science, Engineering, Maths or Science
NLP Skills:
- Knowledge in fundamental text data processing (like use of regex, token/word analysis, spelling correction/noise reduction in text, segmenting noisy unfamiliar sentences/phrases at right places, deriving insights from clustering, etc.,)
- Have implemented in realworld BERT/or other transformer finetuned models (Seq classification, NER or QA) from data preparation, model creation and inference till deployment
ML/DL Skills:
- Comfort level to code in Tensorflow and/or Pytorch, Scikitlearn, Numpy and Panda, use two/more of open source NLP modules like SpaCy, HuggingFace, TorchText,
Deployment Skills:
- Use of Dockers (experience in experimental docker features, dockercompose, etc.,)
- Kubernetes or any other containerization tool with experience in Helm, Argoworkflow, etc
Miscellaneous Skills:
Data Engineerin
g:
- Skillsets to perform distributed computing (specifically parallelism and scalability in Data Processing, Modeling and Inferencing through Spark, Dask, RapidsAI or RapidscuDF)
- Ability to build pythonbased APIs (e
g:
use of FastAPIs/ Flask/ Django for APIs)
- Experience in Elastic Search and Apache Solr is a plus
g:
Skillset to leverage cloud platform for Data Engineering, Big Data and ML needs
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