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Students

129

Lectures

130

Course Duration

Unlimited Duration

Updated

August 21, 2022

Because data is used in almost every organization, data analytics is a key part of a company's approach to learning more about its customers, competitors, market trends, and business processes. Data analytics is usually placed into four main sections—descriptive analytics, diagnostic analytics, predictive analytics, and prescriptive analytics. This course provides the students with a hands-on fast-paced approach to Data Analytics.
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Ernesto Lee
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17

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1134

Students

This Data Analytics master class is designed for intelligent IT Professionals who aspire to learn core analytics principles to be used in a practical sense.  This course serves as the foundation to mastering Machine Learning. The applications of data analytics are broad. Analyzing big data can optimize efficiency in many different industries. Improving performance enables businesses to succeed in an increasingly competitive world. One of the earliest adopters is the financial industry. Data analytics has an important role in the banking and finance industries, used to predict market trends and assess risk. Credit scores are an example of data analytics that affects everyone. These scores use many data points to determine lending risk. Data analytics is also used to detect and prevent fraud to improve efficiency and reduce risk for financial institutions. The use of data analytics goes beyond maximizing profits and ROI, however. Data analytics can provide critical information for healthcare (health informatics), crime prevention, and environmental protection. These applications of data analytics use these techniques to improve our world. Though statistics and data analysis have always been used in scientific research, advanced analytic techniques and big data allow for many new insights.
    • Course Connectivity Test Unlimited
    • Getting Started Unlimited
    • Books and Course Resources Unlimited
    • Lab Assignments FREE Unlimited
    • Introduction and Welcome Unlimited
    • Day 1 Presentation Unlimited
    • Module 1 Presentation Unlimited
    • End to End Data Analytics Use Case Unlimited
    • Hands on Data Preprocessing Unlimited
    • Hands on Exploratory Data Analysis Unlimited
    • Group Project 1 Unlimited
    • Day 1 Group Exercise Unlimited
    • Module 1 Quiz 00:10:00
    • Readings and Practice: Day 1 Unlimited
    • Day 2 Presentation Unlimited
    • Group Project 2 Unlimited
    • Day 2 Group Exercise Unlimited
    • Module 2 Quiz 00:05:00
    • Readings: Day 2 Unlimited
    • Hands on Demo Unlimited
    • Handling Row Duplication Unlimited
    • Exercise: Handling Duplicates in a Breast Cancer Dataset Unlimited
    • Converting Data Types Unlimited
    • Exercise: Converting Data Types for the Ames Housing Dataset Unlimited
    • Handling Incorrect Values Unlimited
    • Exercise: Fixing Incorrect Values in the State Column Unlimited
    • Handling Missing Values Unlimited
    • Exercise: Fixing Missing Values for the Horse Colic Dataset Unlimited
    • Summary Unlimited
    • Day 3 Group Exercise 1 Unlimited
    • Hands on Demo Unlimited
    • Exploring your data Unlimited
    • Analyzing your dataset Unlimited
    • Exercise: Exploring the Cristiano Ronaldo Dataset with Descriptive Statistics Unlimited
    • Analyzing the content of a Categorical Variable Unlimited
    • Exercise:Analyzing the Categorical Variables from the Cristiano Ronaldo Dataset Unlimited
    • Summarizing Numerical Variables Unlimited
    • Exercise: Analyzing Numerical Variables from the Cristiano Ronaldo Dataset Unlimited
    • Visualizing Your data Unlimited
    • Histogram for Numerical Variables Unlimited
    • Bar Chart for Categorical Variables Unlimited
    • Boxplots Unlimited
    • Exercise:Visualizing the Cristiano Ronaldo Dataset with Altair Unlimited
    • Activity:Analyzing Bikes Data Using Visual Data Analysis Techniques Unlimited
    • Summary Unlimited
    • Day 3 Group Exercise 2 Submission Unlimited
    • Module 3 Quiz 00:10:00
    • Exercises and Readings: Day 3 Unlimited
    • Feature Engineering Presentation Unlimited
    • Feature Engineering Code Along Unlimited
    • Hands on Demo Unlimited
    • Merging Datasets Unlimited
    • Exercise: Merging the ATO Dataset with the Postcode Data Unlimited
    • Binning Variables Unlimited
    • Exercise: Binning the YearBuilt Variable from the AMES Housing Dataset Unlimited
    • Manipulating Dates Unlimited
    • Exercise: Date Manipulation on Financial Services Consumer Complaints Unlimited
    • Performing Data Aggregation Unlimited
    • Exercise: Feature Engineering Using Data Aggregation on the AMES Housing Dataset Unlimited
    • Activity: Feature Engineering on a Financial Dataset Unlimited
    • Group Activity: Feature Engineering on a Financial Dataset Unlimited
    • Summary Unlimited
    • Module 4 Quiz: Feature Engineering 00:05:00
    • Introduction to Machine Learning Unlimited
    • Summary and Next Steps Unlimited
    • End of Course Survey Unlimited
    • ML Cheat Sheet Unlimited
    • Pandas Cheat Sheets Unlimited
    • Python for Data Science Unlimited
    • Introduction to Scikit-Learn Unlimited
    • Financial /Economic Datasets Unlimited
    • Universal Datasets Unlimited
    • Communication for Data Professionals Unlimited
    • Hands on Demo Unlimited
    • Initial Data Analysis Unlimited
    • Exercise Unlimited
    • Impact of Numerical Features on the Outcome Unlimited
    • Exercise Unlimited
    • Modeling the Relationship via Logistic Regression Unlimited
    • Linear Regression Unlimited
    • Logistic Regression Unlimited
    • Exercise Unlimited
    • Summary Unlimited
    • Hands on Demo Unlimited
    • Importing the Data Unlimited
    • Exercise Unlimited
    • Pandas Profiling Unlimited
    • Missing Value Analysis Unlimited
    • Exercise Unlimited
    • Imputation of Missing Values Unlimited
    • Exercise Unlimited
    • Iterative Imputation Unlimited
    • Exercise Unlimited
    • Splitting the Features Unlimited
    • Feature Selection with Lasso Unlimited
    • Summary Unlimited
    • Hands on Demo Unlimited
    • Importing the Data Unlimited
    • Exploratory Data Analysis Unlimited
    • Exercise Unlimited
    • Bivariate Analysis Unlimited
    • Exercise Unlimited
    • Linear Relationships Unlimited
    • Clustering Unlimited
    • Exercise Unlimited
    • Summary Unlimited
    • Hands on Demo Unlimited
    • Importing the Data Unlimited
    • Data Preprocessing Unlimited
    • Exploratory Data Analysis Unlimited
    • Exercise Unlimited
    • Correlation Unlimited
    • Building a Profile of a High-Risk Customer Unlimited
    • Summary Unlimited
    • Hands on Demo Unlimited
    • Data Cleaning Unlimited
    • Exercise Unlimited
    • Data Preparation and Feature Engineering Unlimited
    • Exercise Unlimited
    • Data Analysis Unlimited
    • Exercise Unlimited
    • Summary Unlimited
    • Collect Live Market Data Unlimited
    • Collect Basic Stock Details Unlimited
    • Collect Live Crypto Data Unlimited
    • Collect Currency Pairs Unlimited
    • Bollinger Bands Unlimited
    • Bollinger Bands v2 Unlimited
    • Insider Trading with Python Unlimited
    • Insider Trading Part 2 Unlimited

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