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Data Analytics Live Online Training By Hands-on It Professionals | 8500122107 by sriraja: 5:14am On Jan 25, 2018 |
DATA ANALYTICS REALTIME ONLINE TRAINING,CORPORATE TRAINING,INTERVIEW SUPPORT & JOB SUPPORT BY CORPORATE FACULTY FOR FREE DEMO contact : Email : raj@apex-online-it-training.com Phone/WhatsApp : +91-(850) 012-2107 USA Number : 214-628-3894 Gtalk : raavi.sriraja@gmail.com Blog: http://apex-it-online-trainings..in Data Analytics Interview Questions and Answers, Recorded Video Sessions, Materials, Mock Interviews,Assignments Will be provided Course Outline (we can customize the course content as per your requirements) DATA ANALYTICS Course Agenda Introduction to Data Science and Statistical Analytics • Introduction to Data Science, Use cases • Need of Business Analytics • Data Science Life Cycle • Different tools available for Data Science Introduction to R • Installing R and R-Studio, R packages, R Operators, if statements and loops (for, while, repeat, break, next), switch case Data Exploration, Data Wrangling and R Data Structure • Data exploratory analysis • R Data Structure (Vector, Scalar, Matrices, Array, Data frame, List), Functions, Apply Functions Data Visualization • Bar Graph (Simple, Grouped, Stacked) • Histogram, Pi Chart • Line Chart • Box (Whisker) Plot, Scatter Plot, Introduction to Statistics Terminologies of Statistics • Measures of Centers • Measures of Spread • Probability • Normal Distribution • Binary Distribution • Hypothesis Testing • Chi Square Test • ANOVA Predictive Modeling - 1 • Supervised Learning - Linear Regression ,Bivariate Regression, Multiple Regression Analysis, Correlation( Positive, negative and neutral) • Machine Learning Use-Cases, Machine Learning Process Flow, Machine Learning Categories Predictive Modeling - 2 • Logistic Regression Decision Trees What is Classification and its use cases? • What is Decision Tree? • Algorithm for Decision Tree Induction • Creating a Perfect Decision Tree • Confusion Matrix Random Forest • Random Forest • What is Naive Bayes? Unsupervised learning What is Clustering & its Use Cases? • What is K-means Clustering? • What is Hierarchical Clustering?, Association Analysis and Recommendation engine • Market Basket Analysis (MBA) • Association Rules • Apriori Algorithm for MBA • Introduction of Recommendation Engine • Types of Recommendation - User-Based and Item-Based • Recommendation Use-case
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