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Learn Data Science – Do Programming using Python & R

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Location

Location

STEP BY STEP SCHOOLS

3D4, 3rd Floor, D-Wing, Gundecha Onclave, Kherani Road, Next to Post Office, Sakinaka, Andheri (East)

MUMBAI, MAHARASHTRA 400072

India

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Refund Policy

Refund Policy

No Refunds

Event description

Description

  • Python basics

    1) Introduction
    2) Data types and operator
    3) List tuples and dictionaries
    4) Object oriented
    5) Exceptions handling
    6) File handling
    7) Modules

  • NumPy

    Introduction
    Environment
    Ndarray Object
    Data Types
    Array Attributes
    Array Creation Routines
    Array from Existing Data
    Array From Numerical Ranges
    Indexing
    Slicing
    Broadcasting
    Array Manipulation
    Binary Operators
    String Functions
    Mathematical Functions
    Arithmetic Operations
    Statistical Functions
    Sort, Search & Counting Functions
    Byte Swapping
    Copies & Views
    Matrix Library
    Linear Algebra
    I/O with NumPy

  • Python Pandas

    Introduction
    Data Structures
    Series
    DataFrame
    Panel
    Basic Functionality
    Descriptive Statistics
    Function Application
    Reindexing
    Iteration
    Sorting
    Text Data
    Options
    Customization
    Indexing
    Selecting Data
    Statistical Functions
    Window Functions
    Aggregations
    Missing Data
    GroupBy
    Merging/Joining
    Concatenation
    Date Functionality
    Timedelta
    Categorical Data
    Visualization
    IO Tools
    Sparse Data

  • Data Loading, Storage, and File Formats

    Reading and Writing Data in Text Format
    Reading Text Files in Pieces
    Writing Data Out to Text Format
    Manually Working with Delimited Formats
    JSON Data
    XML and HTML: Web Scraping

  • matplotlib API

    Figures and Subplots
    Colors, Markers, and Line Styles
    Ticks, Labels, and Legends
    Subplot
    Saving Plots to File
    matplotlib Configuration
    Plotting Functions in pandas
    Line Plots
    Bar Plots
    Histograms and Density Plots
    Scatter Plots
    Python Visualization Tool Ecosystem

  • ETL operations

  • SciPy

    Introduction
    Basic Functionality
    Cluster
    Constants
    FFTpack
    Integrate
    Interpolate
    Input and Output
    Linalg
    Ndimage
    Optimize
    Stats
    CSGraph
    Spatial
    ODR

  • R Programming

    Introduction to R
    R Packages

  • R Programming

    R Programming
    if statements
    for statements
    while statements
    repeat statements
    break and next statements
    switch statement
    scan statement
    Executing the commands in a File
    Data structures
    Vector
    Matrix
    Array
    Data frame
    List

  • Functions

    DPLYR & apply Function
    Import Data File
    DPLYP – Selection
    DPLYP – Filter
    DPLYP – Arrange
    DPLYP – Mutate
    DPLYP – Summarize

  • Data visualization in R

    Bar chart, Dot plot
    Scatter plot, Pie chart
    Histogram and Box plot
    Heat Maps
    World Cloud

  • Introduction to statistics

    Type of Data
    Distance Measures (Similarity, dissimilarity, correlation)
    Euclidean space.
    Manhattan
    Minkowski
    Cosine similarity
    Mahalanobis distance
    Pearson’s correlation coefficient
    Probability Distributions

  • Hypothesis Testing I

    Hypothesis Testing
    Introduction
    Hypothesis Testing – T Test, Anova

  • Hypothesis Testing II

    Hypothesis Testing about population
    Chi Square Test
    F distribution and F ratio

  • Regression Analysis

    Regression
    Linear Regression Models
    Non Linear Regression Models

  • Classification

    Classification Decision Tree
    Logistic Regression
    Bayesian
    Support Vector Machinesa

  • Clustering

    K-means Clustering and Case Study
    DBSCAN Clustering and Case study
    Hierarchical Clustering

  • Association

    Apriori Algorithm
    Candidate Generation
    Visualization on Associated Rules

Date and Time

Location

STEP BY STEP SCHOOLS

3D4, 3rd Floor, D-Wing, Gundecha Onclave, Kherani Road, Next to Post Office, Sakinaka, Andheri (East)

MUMBAI, MAHARASHTRA 400072

India

View Map

Refund Policy

No Refunds

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