(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
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