Machine Learning and Data Science using Python & R

Free Coupon Discount - Machine Learning and Data Science using Python & R, An intermediate to expertise level course to learn Python and R with Machine Learning and Statistical Algorithms

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Created by Steven Martin

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Description

This course is for Aspirant Data Scientists, Business/Data Analyst, Machine Learning & AI professionals planning to ignite their career/ enhance Knowledge in niche technologies like Python and R. You will learn with this program:

✓ Basics of Python, marketability and importance

✓ Understanding most of python programming from scratch to handle structured data inclusive of concepts like OOP, Creating python objects like list, tuple, set, dictionary etc; Creating numpy arrays, ,Creating tables/ data frames, wrangling data, creating new columns etc.

✓ Various In demand Python packages are covered like sklearn, sklearn.linear_model etc.; NumPy, pandas, scipy etc.

✓ R packages are discussed to name few of them are dplyr, MASS etc.

✓ Basics of Statistics - Understanding of Measures of Central Tendency, Quartiles, standard deviation, variance etc.

✓ Types of variables

✓ Advanced/ Inferential Statistics - Concept of probability with frequency distribution from scratch, concepts like Normal distribution, Population and sample

✓ Statistical Algorithms to predict price of houses with Linear Regression

✓ Statistical Algorithms to predict patient suffering from Malignant or Benign Cancer with Logistic Regression

✓ Machine learning algorithms like SVM, KNN

✓ Implementation of Machine learning (SVM, KNN) and Statistical Algorithms (Linear/ Logistic Regression) with Python programming code

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