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Here are the link to the Best Data Science resources which you need to clear all the doubts in order to crack a Data Science/Data Analyst/Business Analyst interview. Following are the Data Science resources
The whole article is divided into three parts
1. Link to all the important articles in SQL, Statistics, Machine Learning, Python, R and Case Studies
2. Link to all the Daily Quiz Questions
3. How to make a career in Data Science and our resources
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Top Articles
Go for the following articles:
Time Series – Why does the time series need to be stationary – https://thedatamonk.com/why-does-the-time-series-need-to-be-stationary-for-analysis/
Label Encoder and One Hot Encoding – https://thedatamonk.com/understanding-label-encoder-and-one-hot-encoding/
Missing Value Treatment – https://thedatamonk.com/missing-value-treatment-mean-median-mode-knn-imputation-and-prediction/
Bias, Variance and Bias-Variance Trade-Off – https://thedatamonk.com/story-of-bias-variance-bias-variance-trade-off/
Multicollinearity – https://thedatamonk.com/multicollinearity-in-simple-terms/
Cross-Validation in R – https://thedatamonk.com/cross-validation-in-r/
Types of Linear Regression- https://thedatamonk.com/ridge-vs-lasso-vs-elastic-net-regression/
Feature Engineering – https://thedatamonk.com/one-hot-encoding/
Correlation and Collinearity – https://thedatamonk.com/correlation-and-collinearity-explained-in-layman-terms/
Difference between Forecasting and Prediction – https://thedatamonk.com/what-is-the-difference-between-forecasting-and-prediction/
Explain p-value to a layman – https://thedatamonk.com/how-would-you-explain-the-concept-of-p-value-to-a-layman/
Confusion Matrix – https://thedatamonk.com/confusion-matrix-in-data-science-meaning-and-example/
Data Science vs Big Data vs Data Analysis vs Business Analyst https://thedatamonk.com/data-science-vs-big-data-vs-data-analytics-vs-business-analyst/
ETS in Layman Terms – https://thedatamonk.com/exponential-smoothing-ets-forecasting-in-layman-terms/
Deloitte Interview Questions – https://thedatamonk.com/deloitte-data-scientist-interview-questions/
Accenture Interview Questions – https://thedatamonk.com/accenture-business-analyst-interview-question/
D.S. Daily Quiz
Day 1 – https://thedatamonk.com/data-science-interview-question-day1/
Day 2 – SQL – https://thedatamonk.com/sql-interview-questions/
Day 3 – Joins – https://thedatamonk.com/joins-in-sql/
Day 4 – Statistics – https://thedatamonk.com/statistics-interview-question/
Day 5 – Machine Learning – https://thedatamonk.com/machine-learning-interview-question/
Day 6 – Forecasting – https://thedatamonk.com/forecasting-interview-questions/
Day 7 – ARIMA – https://thedatamonk.com/arima-interview-questions/
Day 8 – Python – https://thedatamonk.com/python-interview-questions/
Day 9 – ML – https://thedatamonk.com/machine-learning-interview-questions/
Day 10 – R – https://thedatamonk.com/r-interview-questions/
Day 11 – SQL Advance – https://thedatamonk.com/sql-intermediate-interview-questions/
Day 12 – Amazon Data Science Interview – https://thedatamonk.com/amazon-data-science-interview-questions/
Day 13 – Myntra Data Science Interview – https://thedatamonk.com/myntra-data-science-interview-questions-2/
Day 14 – Guesstimates – https://thedatamonk.com/guesstimates-for-data-science-interviews/
Day 15 – Box8 Interview Questions – https://thedatamonk.com/box8-data-analyst-interview-questions-2/
Day 16 – SQL Top 5 interview Questions – https://thedatamonk.com/5-most-important-sql-question-for-your-data-science-interview/
Day 17 – Affine Analytics Interview Questions – thedatamonk.com/affine-analytics-interview-questions/
Day 18 – Flipkart Interview Questions – https://thedatamonk.com/flipkart-business-analyst-interview-questions/
Day 19 – Linear Regression Interview Question – https://thedatamonk.com/linear-regression-interview-questions/
Day 23 – Swiggy – https://thedatamonk.com/swiggy-data-analyst-interview-questions/
How to make a Career in Data Science for a fresher?
We have answered the question in our article
Data Science Career Path – https://thedatamonk.com/ds-career-path/