Data Science & Machine Learning
Work with Pandas, Scikit-learn, NumPy and Matplotlib on real projects.
Introduction to Data Science
Introduction to Data Science – Introduction to Machine Learning – What is Python – Role ofPython in Machine Learning and Python –Installing Python – Python IDE’s – JupyterNotebook Installation and usage.
Python Packages
What is package – Advantage of usingpackages over core Python – Pandas – Numpy– Sci-kit Learn – Mat-plot library.
Manipulating data
Selecting rows / observations – RoundingNumbers – Selecting columns and fields –Merging data – Data aggregation – Datamunging techniques.
Statistics
Probability Basics – What is meant byprobability, Types, ODDS ratio – StandardDeviation – Data deviation andDistribution , Variance. Bias variantTradeoff – Underfitting, Overfitting.Distance metrics - Euclidean Distance,Manhattan Distance. Outlier analysis -What is an Outlier?, Inter Quartile Range,Box & whisker plot, Upper Whisker, LowerWhisker, Scatter plot, Cook’s Distance, -Missing Value treatment - What is NA?,Central Imputation, KNN imputation,Dummification. Correlation - Pearsoncorrelation, positive & Negativecorrelation.
Machine Learning
Supervised Learning - Linear Regression,Linear Equation, Slope, Intercept, R squarevalue, Logistic regression, ODDS ratio,Probability of success, Probability of failureBias Variance Tradeoff, ROC curve, BiasVariance Tradeoff –
Unsupervised Learning - K-Means, K-Means ++, Hierarchical Clustering - SVM -Support Vectors, Hyperplanes, 2-D Case,Linear Hyperplane - SVM Kernal – Linear,Radial, Polynomial
SQL Introduction
Select query - Sub Query - Regular Expressions Functions andConditions in SQL - Date and Time in SQL - SQL Privileges
Automation Testing (Selenium)
Selenium topics:
S-1: Introduction to Selenium
Introduction to automation Comparison between manual and automation Automation life cycle What is selenium? Why selenium with java? Selenium components Difference between QTP and selenium
S-2: Selenium IDE
Selenium IDE introduction Selenium IDE installation Record and run selenium IDE script Selenium IDE commands types Verifying page elements Locators Inspecting elements in a webpage Understanding locators-ID, name, Xpath, CSS attributes
S-3: Selenium Webdriver
Introduction to selenium Webdriver Selenium Webdriver architecture Selenium Webdriver installation Creating new java projects and classes in Eclipse Browser commands Navigation commands Accessing elements using Locators Handling web elements-test box, links, radio button and check boxes
S-4: Selenium handles
Handling window and multiple windows using selenium Webdriver Handling Alerts in selenium Webdriver Handling dropdown in selenium Webdriver Handling calendar popups Taking Screenshots
S-5: Creating and Customizing Xpath/ AutoIT
What is XPath When to Use XPath Absolute XPath/Relative Xpath Handling dynamic web tables Installing AutoIT Components of AutoIT Using Finder Tool AutoIT commands Creating Scripts in AutoIT Creating executable files Running AutoIT Scripts from Selenium
S-6: Synchronization and JXL
What is synchronization? Implicit Wait WebDriverWait Fluent Wait PageLoadTimeout What is JXL? Read Excel using JXL Write Excel using JXL
S-7: Junit framework
What is framework? Junit introduction Junit installation Junit test script Junit annotations Junit assertions Junit parametrization tests
S-8: TestNG framework
Advantages of TestNG over JUnit Why do we need TestNG in Selenium? Installing TestNG in Eclipse Creating a New TestNG Test File Test annotation Running the Test Checking reports created by TestNG Generating HTML Reports Annotations used in TestNG Validating Tests with Assertions Creating multiple Tests Prioritizing Tests
S-9: TestNG Parametrization
Parameterizing Tests with @parameter Parameterizing Tests with @data Provider TestNG data Provider with Excel Creating and Running Test Suites with TestNG.xml Parallel Test Execution with TestNG Cross Browser Testing using TestNG
S-10: Selenium frameworks
Introduction to framework About framework Use of framework Different types of frameworks Different types of packages in framework Data driven framework Apache POI Read and write Excel file using Apache POI
S-11: Keyword driven framework and hybrid framework
Keyword driven framework introduction Create test case Test steps with keywords and data Run the scripts Writing result in excel hybrid driven framework introduction Create test case using HDF Test steps with both DDT and KDF Run the scripts Writing result in excel
S-12: POM (Page Object Model) & page factory
What is POM Why POM? Advantages of POM Creating POM Tests What is Page Factory? Creating Tests with Page Factory Implementing POM Sample scripts for implementation
S-13: LOG4j
Introduction about Logging Logging problems without Log4J How to solve Logging problem with Log4J? What is Layout? Different types of Layouts in Log4J What is Appenders? Different types of Appenders
S-14: Maven and Jenkins
What is Maven and Why Maven? Installing/Configuring Maven Creating Maven Project Importing Maven Project into Eclipse What is POM.xml? Adding Dependencies to POM.xml Installing/Configuring Jenkins Scheduling Test Execution in Jenkins Auto mail configuration in Jenkins What is continues integration? Continues integration with JENKINS
S-15: Cucumber framework
Introduction to framework Cucumber installation Sample script using cucumber framework Data driven testing using cucumber