Job AI

Question 1

What is a Machine Learning Framework?

Answer 1

An ML Framework is any tool or library that lets you build your machine learning models relatively easily without getting into the weeds (for example matrix multiplication details or linear algebra implementations)

Question 2

What are some python ML Frameworks

Answer 2

PyTorch
TensorFlow
HuggingFace - Transformers - NLP - Used by TR - Integrates the above
ONNX - performance/acceleration of ML inferencing
SciKit-Learn - implementation of many “classical or statistical” ML algorithms like classification, Regression
NLTK - Natural Language Tool Kit - mainly used for learning NLP.
spaCy - Open source NLP Library - considered more prod ready than NLTK
MXNet - Open Source Deep Learning Framework.BY Apache - AWS Framework
Keras - Open Source ML lib - INterface for TensorFlow

Question 3

What type of data are LLM models used to interpret and work with

Answer 3

Unstructured data

Question 4

What are some examples of LLMs at <company></company>

Answer 4

question-answering, document summarization, entity extraction and enhanced search

Question 5

What is DMG at <company>?</company>

Answer 5

The Data and Model Governance

Question 6

Who else would The Data and Model Governance (DMG) work with?

Answer 6

ISRM (Information Security Risk Management)