Data Science Online Training

Introduction

Data Science is an interdisciplinary system about processes and methods to extract expertise or observations from data in several forms, sometimes structured or unstructured, which is a continuation of a number of the data analysis systems for example data mining, analysis, and predictive analytics, much like Knowledge Discovery in Databases. Data science implements tactics and hypotheses drawn from many fields in the broad areas of mathematics, chemo metrics, statistics, computer science and information science, including signal processing, machine learning, probability models, data mining, statistical learning, database, data engineering, learning and pattern recognition, predictive analytics, visualization, uncertainty modeling, data compression, computer programming, data warehousing, high performance computing and artificial intelligence.

COURSE SUMMARY:

Course Name Data Science / R predictive Analytics Online Training
Contents Basics of Data Science, manipulations, statistics , machine learning etc.
Duration 70 Hours with Flexible timings
Delivery Instructor Led-Live Online Training
Eligibility Any Graduate
Ideal For Freshers, aspirants seeking to learn theData Science
Next Batch Please visit the schedule section

Course Objectives

  • Deep understanding of the Roles of a Data Scientist
  • How to use R, Hadoop and Machine Learning to analyze Big Data
  • Understand the Life Cycle of Data Analysis
  • Learn the techniques and tools for data transformation
  • Understand Data Mining techniques and their implementation
  • How to use machine learning algorithms in R to analyze data
  • Understanding of data optimization and visualization techniques
  • Understand the parallel processing features in R

PREREQUISITES:

  • No Pre-requisites are required.

Course Curriculum

MODULE 1 : INTRODUCTION TO DATA ANALYTICS

  • Origin of R
  • Downloading & Installing R, R Studio
  • Interface of R-
  • R Components.

MODULE 2: DATA INPUTTING IN R

  • Data Types, Data objects & Data structures
  • Creating a vector & Vector operations
  • Sub setting
  • Writing Data
  • Reading Tabular data files
  • Reading CSV data files
  • Initializing Data frame
  • Selecting Data frame columns by position and name.
  • Redirecting R output.

MODULE 3: DATA MANIPULATIONS IN R

  • Appending data to a vector
  • Combining Multiple Vectors
  • Merging data frames
  • Data Transformation
  • Control structures
  • Nested loops
  • Splitting
  • String and Dates
  • Handling NA and missing values
  • Matrices & Arrays
  • Functions in R
  • Logical operators
  • Relational operators
  • Generating Random Variables
  • Accessing Variables
  • Matrices multiplication
  • Managing subset of data
  • Data Aggregation
  • Multiple Aggregations
  • 4 Control Structures, Functions
  • Looping on Command Line
  • Debugging
  • Simulations
  • Plotting – Base Graphics
  • Plotting – Lattice Graphics
  • Plotting – Mathematical Annotations
  • Plotting & Color

STATISTICS

MODULE 4: UNIVARIATE ANALYSIS

  • Measure of central tendency
  • Dispersions
  • Distributions
  • Tests

MODULE 5: MULTI VARIATE ANALYSIS

  • Correlation
  • Regression
  • A brief Introduction of Machine learning
  • Supervised learning
  • Unsupervised learning
  • Reinforcement learning

MODULE 6: REGRESSION MODELS

  • linear regression models
  • Non Linear regression models
  • Logistic
  • Regression models using Excel

MODULE 7: FACTOR ANALYSIS

  • Introduction to PCA
  • Association Rule mining
  • Market basket analysis

MODULE 8: TREE MODELS

  • Decision Tree
  • Random forest
  • Time series / forecasting.
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Couple of Demo Sessions

★★★☆☆
3 5 1
I had attended a couple of demo sessions with other training institutes before joining IQ Online Training. I can safely say IQ Online Training is one of the best training company. They have good trainers with excellent communication skills. IQ Online Training has a very good support team which is always ready to help you out (haven't seen this with other). The classes happen over the weekend. The marketing team is extremely flexible and understanding. Happy learning :)

Great Experience !!

★★★★★
5 5 1
At IQ Online Training I got training for this certification and it was user- friendly and good learning experience having the training with a self-paced option was helpful for me and the quiz helps me to understand the course much better. The Course was with good information and the lecture was by talented people and I helped me a lot to pursue the certification. Also the support team over the chat was really responsive and helpful.

websphere mq

★★★★★
5 5 1
good

great place to learn new technologies online

★★★★★
5 5 1
you can learn while on job!!! gr8 resource..

Thanks IQ ONLINE TRAININGS! Thanks IQ ONLINE TRAININGS! Thanks!

★★★★☆
4 5 1
Rani from IQ ONLINE TRAININGS helped me identify the right course at the right time. This has really helped me in my current job excellence and in future proofing my career. Thanks IQ ONLINE TRAININGS Content is excellent and their support 24/7 is matchless. Remember once when I got stuck as I has forgotten my password before exam; but the evergreen excellent support rescued me. The content in the course is apt for current industry requirements and the assessments were very helpful to test my learning periodically

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Data Science Online Training - Fine
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