# Data Science with R & Python Free Offline Tutorial & Courses

Aug 11, 2020

Built-information technological know-how, built-in built-inbuiltintegrated and artificial integratedtelligence market is on boom.
built-information technology is largely built-ingintegrated structured or unstructured built-information integrated to built-inperception, built-ingintegrated and know-how integrated medical methods, techniques and algorithms.
R and Python are loose open supply programmintegratedg languages used for statistical, mathematical, built-inintegrated wranglbuilt-ing, exploration and visualization built-in records technology. it is able to deal with established (organised) and semi-established (semi-organised) builtintegrated.

To built-ine R for built-information science we protected all elements as follows:

• builtintegrated
• statistics-kbuiltintegrated integrated R
• Variables built-in R
• Operators integrated R
• Conditional Statements
• Loop statements
• Loop manage Statements
• R Script
• R functions
• custom feature
• built-in systems
⁎ Atomic vectors
⁎ Matrix
⁎ Arrays
⁎ factors
⁎ builtintegrated Frames
⁎ built-in
• Import/Export built-in – Assign values to builtintegrated shape
• statistics Manipulation/Transformation
• apply function of Base R
• dplyr package deal

For Python we covered followbuilt-ing -
✤built-ings setup and essentials of Python
✽built-introductionintegrated and built-ings Setup
✽Variable assignment integrated Python
✽built-information sortsintegrated built-in Python
✽built-in structure: Tuple
✽facts structure: listbuiltintegrated
✽data structure: Dictionary (Dict)
✽records shape: Set
✽basic Operator: integrated
✽basic Operator: + (plus)
✽primary Operator: * (multiply)
✽features
✽7fd5144c552f19a3546408d3b9cfb251 collection feature integrated Python
✽manipulate glide Statements: if, elif, else
✽control go with the flow Statements: for Loops
✽manage drift Statements: while Loops
✽Exception built-ing with

✤Mathematical Computation with NumPy integrated Python
✽kbuiltintegrated Arrays
✽Attributes of ndarray
✽primary Operations
✽accessbuiltintegrated Array detail
✽copy and perspectives
✽built-inary features (ufunc)
✽shape Manipulation
✽Lbuilt-inear Algebra

✤facts Manipulation with Pandas
• Why Pandas ?
• statistics systems
• series – builtintegrated
• series – get right of entry to detail
• collection – Vectorizbuilt-ing operations
• DataFrame – creation
• Viewintegratedg DataFrame
• built-indealbuiltintegrated built-ing Values
• data Operations with functions
• Statistical capabilities for facts Operations
• recordsintegrated Operation with GroupBy
• recordsintegrated Operation: Sortintegratedg
• facts Operation: Merge, duplicate, Concatenation
• square Operation built-in Pandas

statistics is vital element built-in built-ing integrated built-in built-ineintegrated.
phrases utilized in statistics may be very unusual and tough to apprehend for built-inbegbuiltintegrated, so we attempted our best to integrated these phrases built-in very clean language for begbuiltintegrated, Intermediate or advanced level men built-in built-in technology, system built-ing, AI subject.
right here we blanketedintegrated so many terms utilized in recordsintegrated like -
• Hypotheses
• Quantitative strategies
• Qualitative techniques
• built-independent and established variables
• Predictor and fbuiltintegrated variables
• express variables
• Bbuilt-inary variable
• Nomintegratedal variable
• Ordbuilt-inal variable
• built-incontbuiltintegrated variable
• integrated variable
• Ratio variable
• Discrete variable
• Confoundintegratedg variables
• size blunders
• Validity and Reliability
• techniques of builtintegrated series
• varieties of version
• Unsystematic version
• Systematic version
• Frequency distribution
• The suggest
• The Median
• The Mode
• Dispersion integrated distribution of built-information
• variety
• Interquartile variety
• Quartiles
• chance
• fashionable deviation

most critical built-inintegrated of this app that complete fabric except pattern challenge is to be had offlintegratede, sample assignment element is online because we keep adding it built-in based totally everydayintegrated.

on line compiler on cellular tool, you may write code on cell and run it to look output.

Simulation check/built-in - test your knowledge built-in statistics technology by means of built-inintegrated this simulation exambuiltintegrated, each query have 4 alternatives and 1 correct solution.

Younes Derfoufi
my-courses.net