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Learn how to build Data Science Projects. Regression, Classification, Time-Series , NLP projects

What you will learn

Learn how to build a Data Science project by theirselves

Learn how to apply Machine Learning Algorithms

Learn performing Data Analysis and Feature Engineering

Learn how to analyze the Machine Learning models performance

Description

Welcome to the Data Science Projects – Data Analysis & Machine Learning course. This course is built for the students who learned python for data science and wants to apply what they learned but don’t know where to start or for the ones who wants to practice and test their knowledge. In this course we will be building 4 data science projects which are going to be Regression, Classification, Time-Series and NLP projects. We will be covering Linear Regression, Logistic Regression, K Nearest Neighbors, Support Vector Machines, Decision Tree, Random Forests, ARIMA, Text Classification and Sentiment Analysis as machine learning algorithms in our course. All projects are going to be end to end so it will be easy to follow what we are doing step by step and I will be giving short explanations for the codes that i write. Main motivation of this course is teaching students how to do projects by theirselves. By taking this course you will be experienced in data science projects and you can apply the codes by yourself in order to build yor own project. Building projects is one of the most important ways to get into and learn Data Science. Thanks for reading, if you are interested in Data Science lets meet in the first lesson.


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English
language

Content

Before Starting

Before starting to the course

PROJECT 1 – Market Sales Regression Analysis

Get the data set
Exploratory Data Analysis
Feature Engineering
Machine learning

PROJECT 2- Car Purchasement Classification

Get the data set
Exploratory Data Analysis
Feature Engineering
Machine Learning part1
Machine Learning part2

PROJECT 3 – Gold Prices Analysis & Forecasting

Get the data set
Exploratory Data Analysis
ARIMA Model

PROJECT 4 – Hotel Reviews Sentiment Analysis and Classification

Get the data set
Exploratory Data Analysis
Sentiment Analysis
Text Classification