Data Science Realtime Online Training By Hands-on It Professionals |ph8500122107

Offer

Colorado, Colorado Springs, Colorado Springs

Published by: Sri Raja

$ 200.00 USD

Data Science hands-On Online training, Job & Interview Support and Corporate Training by Hands-On Corporate Experts

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.blogspot.in
Website http//www.apex-online-it-trainings.com

Data Science Interview Questions and Answers, Recorded Video Sessions, Materials, Mock Interviews Assignments Will be provided

Data Science Agenda/Syllabus
(we can customize the course Curriculum as per your requirements)

DATA ANALYTICS Course Content

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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