(Last Updated: 12/2020)

https://www.udemy.com/course/data-science-with-python-certification-training/

Start your career as Data Scientist from scratch. Learn Data Science with Python. Predict trends with advanced analytics

What you'll learn

End-to-end knowledge of Data Science

Prepare for a career path as Data Scientist / Consultant

Overview of Python programming and its application in Data Science

Detailed level programming in Python - Loops, Tuples, Dictionary, List, Functions & Modules, etc.

Decision-making and Regular Expressions

Introduction to Data Science Libraries

Components of Python Ecosystem

Analysing Data using Numpy and Pandas

Data Visualisation with Matplotlib

Three-Dimensional Plotting with Matplotlib

Data Visualisation with Seaborn

Introduction to Statistical Analysis - Math and Statistics

Terminologies & Categories of Statistics, Correlation, Mean, Median, Mode, Quartile

Data Science Methodology - From Problem to Approach, From Requirements to Collection, From Understanding to Preparation

Data Science Methodology - From Modeling to Evaluation, From Deployment to Feedback

Introduction to Machine Learning

Types of Machine Learning - Supervised, Unsupervised, Reinforcement

Regression Analysis - Linear Regression, Multiple Linear Regression, Polynomial Regression

Implementing Linear Regression, Multiple Linear Regression, Polynomial Regression

Classification, Classification algorithms, Logistic Regression

Decision Tree, Implementing Decision Tree, Support Vector Machine (SVM), Implementing SVM

Clustering, Clustering Algorithms, K-Means Clustering, Hierarchical Clustering

Agglomerative & Divisive Hierarchical clustering

Implementation of Agglomerative Hierarchical Clustering

Association Rule Learning

Apriori algorithm - working and implementation

Part 2

Part 3