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60 days Plan to revise Data Science Concepts | 0 to 100 Interview Preparation
Revision Plan for Data Scientist | Interview Preparation
Hi Guys, Tapan Here, here is the 60 days plan for any data scientist to revise all the concepts from the beginning to the latest SOTA model revision.
First, 30 days to get all the basics ready, after that can start going through deeper concepts.
Day 1: Review basic statistics concepts (mean, median, standard deviation, etc.) and practice calculating them using Python.
Day 2: Study probability concepts (conditional probability, Bayes’ theorem, etc.) and practice solving problems using Python.
Day 3: Learn about data visualization and practice creating basic plots using Python.
Day 4: Learn about data preprocessing and practice cleaning and transforming data using Python.
Day 5: Study linear regression and practice building models using Python.
Day 6–7: Study logistic regression and practice building models using Python.
Day 8–9: Study decision trees and random forests and practice building models using Python.
Day 10–11: Study k-means clustering and practice building models using Python.
