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Becoming 1% better at data science everyday
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LICENSE Initial commit Nov 26, 2017 Complete: FixMatch paper Apr 3, 2020


Broaden Perspective

Understand functioning of a Business

Be able to frame a problem as ML problem

Be able to manipulate vectors with Numpy

Be able to manipulate data with Pandas

Be able to manipulate data in spreadsheets

Be able to manipulate data in databases

Be able to use the command line

Be able to perform feature engineering

Be able to experiment in notebook

Be able to visualize data

Be able to to read Research Papers

Be able to model problems mathematically

Be familiar with available models and algorithms

Be able to structure machine learning projects

Be able to implement computer vision models

Be able to implement NLP models

Be able to implement models for timeseries and forecasting

Be able to implement ML models with scikit-learn

Be able to implement neural networks in Tensorflow and Keras

Be able to implement models in PyTorch

Be able to implement edge inference

Be able to use managed ML services on the cloud

Be able to optimize model performance

Be able to serve and scale ML models

Be able to perform A/B test

Be able to write unit tests

Be proficient in Python

Be familiar with compiled languages

Be able to utilize version control

Be able to implement Services and APIs

Be familiar with fundamental Computer Science concepts

Be able to aply proper software engineering process

Be able to efficiently use a text editor

Be able to communicate insights

Be familiar with the hiring pipeline

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