- Course Introduction
- What I will be learning after this course
- Activity
- Project assignment Statistics
- Introduction to Statistics
- Methods/Types of Statistics
- Other Basic concepts
- Importance of statistics
- Probability for data analytics
Online
₹ 12,000
Quick facts
particular | details | ||
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Medium of instructions
English
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Mode of learning
Self study, Virtual Classroom
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Mode of Delivery
Video and Text Based
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Frequency of Classes
Weekdays
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Course and certificate fees
Fees information
₹ 12,000
certificate availability
Yes
certificate providing authority
EduBridge
The syllabus
Fundamentals of probability and statistics
Introduction to Data Analytics
- Module Introduction
- Stars of the Project
- What is Data?
- Data Analytics overview
- Types of Data Analytics
- Data Analysis Overview
- Process of Data Analysis
- Role of a Data Analyst
- Activity: Migrant & Seasonal Head Start Technical Assistance Centre-Hand Book Data Analysis
- Quiz Activity
Project Presentation and Guidance
- Predictive analytics-Overview
- Simple Liners regression
- Multiple linear regression
- Logistic regression
- Decision Trees and Unstructured data analysis
- Forecasting and Time series Analysis
- K means cluster analysis for Indian liver
- Sales prediction using partitioning tree method
- Classification model for thoracic surgery data
- Fertility data analysis with R
- Breast tissue analysis using KNN
- Forecasting infant mortality rate in India with time series
- Predictive model for Diabetic Retinopathy Debrecen data
Fundamentals of Python programming for Analytics
- Introduction to Python
- Activity- Python features
- Python features
- Lab Activity - Environment Setup & setting path
- Python Environmental Variables
- Running Python
- Lab Activity - First Python program
- Python Identifiers
- Reserved Words
- Python Variables
- Lab Activity
- Standard Data Types
- Lab Activity Time
- Sets
- Frozen set
- Lab Activity
- Data Type Conversion
- Python Basic Operators
- Lab Activity
- Decision Making
- Lab Activity
- Loops
- Lab Activity
- Python Functions
- Lab Activity
- Modules
- Lab Activity
- Files- I/O
- Lab Activity
- Directory and File Management
- Lab Activity
- Python Errors & Exception Handling
- Lab Activity
- Python OOPS
- Lab Activity
- Constructors
- Inheritance
- Lab Activity
- Polymorphism, Encapsulation and Data Abstraction
- Lab Activity
- Multi-threaded Programming
- Lab Activity
- Assignment 2: Project: Churn E-Mail Inbox with Python
- Capstone Project Discussion 2
Advanced Python
- Python Libraries Introduction
- Pandas
- NumPy
- Data operations
- Lab Activity
- Data Cleansing
- Lab Activity
- Data Processing
- Lab Activity
- Data Wrangling
- Lab Activity
- Data Visualization
- Lab Activity
- Statistical Analysis of Data using Python
- Lab Activity
- Activity – Solo Learn
- Assignment 3: Project assignment: Advanced Python: Building Spam Classifier using Python
- Capstone project Discussion 3
R programming
- R – Overview
- Lab Activity - Installation of R
- Data Types
- Lab Activity - Data Types- Vector
- Data Types- List
- Data Types- Matrices
- Lab Activity - Data types List and Matrices
- Data Types Arrays
- Data Types - Data Frames
- Lab Activity - Data Types- Arrays & Frames
- Variables
- Lab Activity - Variables
- Operators
- Lab Activity - Operators
- Decision Making
- Lab Activity - Decision Making
- Loops
- Lab Activity Time- Loops
- Apply, Lapply, Sapply, Tapply in R
- Lab Activity - Apply,Lapply, Sapply, Tapply in R
- Functions
- Lab Activity - Functions
- Packages
- Data Reshaping
- Lab Activity - Packages & Data Reshaping
- Data Interfaces
- Lab Activity - Data Interfaces
- Data Visualization
- Statistical Analysis Using R- Mean, Median & Mode
- T- Test in R: One Sample & Paired
- Lab Activity
- Capstone Project Discussion:4
Project Presentation 2
- Python-Advanced Python -Project Presentation
- Announcement of Star Performers
Introduction to machine learning and its algorithm
- Overview of Machine Learning
- Types of Machine Learning Algorithms
- Introduction to Machine Learning with Python
- Supervised Learning Algorithms
- Unsupervised Learning Algorithms
- The math of Intelligence
- Artificial Intelligence vs Machine Learning
- Natural Language Processing
Hands-on Machine Learning
- Implement and demonstrate the FIND-S algorithm
- Candidate-Elimination algorithm
- ID3 algorithm
- Backpropagation algorithm
- naïve Bayesian classifier
- Bayesian Network
- k means algorithm
- k-Nearest Neighbour algorithm
- Locally Weighted Regression algorithm
Project Presentation 3
- Machine learning Project Presentation
- Announcement of Star Performers
Data Analytics with Excel
- Sorting Data
- Filtering Data
- Split Window and Freeze Panes
- Charts in MS Excel
- Activity
- Lab Activity - Pivot Tables
- Lab Activity - VLOOKUP
- Lab Activity - SPARKLINE in Excel
- Lab Activity - SUMIF function in Excel
- Lab Activity - Excel ISBLANK function in Excel
- CSV vs Excel (.xls) - What's the Difference?
- Assignement5: Dashboard making with Excel
- Capstone Project Discussion 5
VBA in Excel
- Creating a macro
- Workbook and Worksheet object
- Range Object
- variable
- If then statement
- Loop
- Macro Errors
- String manipulation
- Date and Time
- Events
- Array
- Function and Sub
- Application object
- ActiveX controls
- User form
- Capstone project Discussion 6
SAS - For Beginners
- SAS- Overview
- SAS Environment Installation
- SAS Studio
- Lab Activity Time- SAS Environmental Installation
- SAS- Program Structure
- SAS: Data Sets
- Lab Activity - Statistical Structure & Data Sets
- SAS: Variables
- Lab Activity Time- SAS Variables
- SAS: Strings
- SAS: Arrays
- Lab Activity - SAS Strings & Arrays
- SAS: Numeric Formats
- Lab Activity - SAS Numeric Formats
- SAS: Operators
- Lab Activity Time- SAS Operators
- SAS: Loops
- SAS: Decision Making
- Lab Activity Time- SAS Loops & Decision Making
- SAS: Functions
- SAS: Input Methods
- Lab Activity Time- SAS Functions & Input Methods
- SAS Macros
- Lab Activity Time- SAS Macros
- SAS: Date & Time
- Lab Activity Time- SAS Date & Time
- SAS: Reading Raw Data
- SAS: Merge Data sets
- SAS: Subsetting Data sets
- SAS: Sorting Data sets
- SAS: Format Data sets
- Lab Activity Time-SAS Merge, Concatenate, Sub- setting, Sorting, Format Data Sets
- SAS: SQL
- SAS: Output Delivery System
- SAS: Simulations
- Lab Activity Time-SAS SQL, ODS & Simulations
- SAS: Data Visualization
- Lab Activity Time-SAS Data Visualization
- SAS: Enterprise Guide
- Visual Analytics
- JMP
- Lab Activity
- Capstone project Discussion 7
Project Presentation 4
- Dashboard making with Excel
- Announcement of Star Performers
Data Visualisation with Tableau
- Introduction to Visualization and Tableau
- Tableau essentials
- Creating visualisations in Tableau
- Filter groups and sets
- Formulas in Tableau
- Level of detailed expressions
- Optimizing tableau performance
- Advanced visualisation in Tableau
- Connecting to different data sources
- Tableau Prep
Capstone Project
- Capstone Project Presentation and report submission-8 (6 hrs)
Mock Interview - Advanced IT
Curriculum for Aptitude Skills
Quantitative - Number System
- Course Introduction
- Module Introduction
- Number System-Basic Calculations
- Number System-Divisibility Rule
- Number System-Power Cycle
- Number System-Remainder Cycle
- App-Based Problem Solving
- Number System - No. Of Zeros
- Number System-Hcf & Lcm
- Number System – Simplification
- Number System - Surds & Indices
- App-Based Problem Solving
- Quiz- Student Portal
Quantitative - Percentage
- Percentage – Basics
- Percentage – Formula
- Percentage - Problem Solving
- App-Based Problem Solving
- Quiz- Student Portal
Quantitative - Simple Interest & Compound Interest
- Simple And Compound Interest- Basic
- Simple And Compound Interest- Problem Solving
- App-Based Problem Solving
- Quiz- Student Portal
Quantitative - Profit & Loss
- Profit & Loss - Basic
- Profit & Loss - Formula
- Profit & Loss - Problem Solving
- Ratio Proportions
- App-Based Problem Solving
- Partnership
- Ages
- Mixture Allegations
- Averages
- App-Based Problem Solving
- Quiz- Student Portal
Quantitative - Time Speed & Distance
- Time Speed Distance- Basic & Formula
- Time Speed Distance- Problem Solving
- Problems On Trains- Basic & Formula
- Problems On Trains- Problem Solving
- App-Based Problem Solving
- Boats & Streams - Basic & Formula
- Boats & Streams - Problem Solving
- Clocks- Basics & Formula
- Clocks- Problem Solving
- App-Based Problem Solving
- Quiz- Student Portal
- Time Speed Distance- Basic & Formula
- Time Speed Distance- Problem Solving
- Problems On Trains- Basic & Formula
- Problems On Trains- Problem Solving
- App-Based Problem Solving
- Boats & Streams - Basic & Formula
- Boats & Streams - Problem Solving
- Clocks- Basics & Formula
- Clocks- Problem Solving
- App-Based Problem Solving
- Quiz- Student Portal
Quantitative - Time & Work
- Time & Work - Basic & Formula
- Time & Work - Problem Solving
- Pipes & Cistern - Formula & Problems
- App-Based Problem Solving
- Quiz- Student Portal
Quantitative - Permutation Combination & Probability
- Permutation & Combination -Basic
- Permutation & Combination -Formula & Types
- Permutation & Combination- Problem Solving
- Probability- Basic & Formula
- Probability- Problem Solving
- App-Based Problem Solving
- Quiz- Student Portal
Logical Reasoning - Coding & Decoding
- Coding-Decoding - Concept & Types
- Coding-Decoding - Problems On Each Types
- Number Series
- Letter Series
- Alpha Numeric Series
- App-Based Problem Solving
- Calendars
- Direction Sense
- Blood Relations
- Analogy
- App-Based Problem Solving
- Quiz- Student Portal
Logical Reasoning - Data Arrangements
- Seating Arrangements - Basic & Types
- Seating Arrangements - Problems
- Puzzle- Basics & Types
- Puzzle - Problem Solving
- App-Based Problem Solving
- Quiz- Student Portal
Logical Reasoning - Data Interpretation
- Pie Charts
- Bar Graphs
- Line Graphs
- Caselets
- Mixed Graphs
- Tables
Analytical Reasoning - Syllogisms, Inductive & Deductive Reasoning
- Syllogisms
- Statements & Arguments
- Statements & Course Of Action
- Statements & Assumptions
- Statements & Conclusions
- App-Based Problem Solving
- Quiz- Student Portal
Analytical Reasoning - Visual Reasoning
- Dice & Cubes, Figure Counting
- Mirror Images & Water Images
- Series, Analogy, Classification
- Quiz- Student Portal
- Final Quiz- Student Portal