Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Course Took Kit (Discord and Mentoring Link)

  • Introduction to Data Science and AI
  • Discord Innomatics Server Community Link
  • Zoom Mentoring Sessions Link

  Python Programming

  • Ananconda Installation for Jupyter notebook IDE and Python
  • Introduction and Overview of Data Science
  • Introduction about Jupyter Notebook and python datatypes
  • Data Objects/Types/ Structures - List and Tuple
  • Intro to Jupyter notebook and Python File
  • Python Data Structure and inbuilt Functions - List and Strings File
  • Data Structure - String Set and Dictionary
  • Conditional Statement and Loops
  • Conditional Statement & loop file
  • Functions
  • More Logical Programming task
  • Functions File
  • Class and Object - OOPS
  • Class & Object File

  Data Analysis - Python

  • Numpy - I
  • File Handling and Pandas
  • Pandas - II
  • Pandas - III
  • Pandas - III
  • Pandas - IV
  • Pandas - IV
  • Numpy File
  • All Pandas Files
  • Data Visualization
  • Visualization - I
  • Visualization - II
  • All Data Visualization File
  • Regular Expression
  • Regular Expression and Web Scarping File
  • Reference book - Mastering Pandas PDF
  • Web Scraping
  • Web Scraping - II and USE Case Data Analysis

  Assignments

  • Variables and Datatypes
  • Strings
  • List and Tuples
  • Sets
  • Dictionary
  • Conditional Statements and Loops
  • Functions
  • Python - Numpy
  • Data Analysis - Pandas
  • Python - Class and Object
  • Tableau Assignment - 1
  • Tableau Assignment - 2
  • Tableau - Assignment - 3
  • Tableau: - Assignment - 4
  • SQL Assignment - I
  • SQL Assignment - II
  • Statistics - 1 EDA

  Projects

  • Web Scraping With EDA
  • Web Scraping Project Documentation
  • Sample PPT Template
  • Tableau Final Project

  Application Development Using Flask Python

  • Intro to Flask
  • HTML
  • HTML Files
  • html - 2
  • html - 2 fILE
  • CSS and Bootstrap
  • Flask Setup
  • CSS Files
  • Flask Set up Files
  • ur_binding and Html Integration with flask
  • Bootstrap and css integration ,jinja2 Template
  • Flask Application Files
  • Database Connection
  • Database Connection Files

  SQL

  • Introduction to Database and RDMS
  • Table Creation Datatype and Constraints
  • Data Alter and Update
  • Intro and Table creation, datatype and constraints Files
  • Select Statements
  • Where groupby having orderby
  • Joins
  • Union union all Intersect
  • Window Function
  • SQL Class Files (All Classes)

  Tableau

  • Introduction to Tableau and Desktop Tableau Data Types
  • tableau_intro and data types PDF
  • Sorting Files Types Grouping Data Relationship Filters
  • Day 1 & 2 Lab Files
  • Calculated Fields Tableau Calculation Logical Functions Shapes Font Shading functionalities
  • Number & String Functions Actions on Worksheets Dual axis Models and Forecasting
  • Reference Line & band Clustering Filters at Worksheet level Dash Board making and Story boards
  • Tableau July 11th - 15th Class Lab Files
  • Special chart and Creating COVID dashboard

  Statistics

  • Intro to Statistics Data Types and Descriptive Statistics Theory
  • Descriptive Statistics Class Excel Sheet
  • Descriptive Statistics - Measure of Dispersion
  • Measure of Dispersion - Skewness and Kurtosis
  • Z Score
  • Basic Stats_Charts_Corr File
  • Charts and Correlation
  • Descriptive Stats Lab File
  • Descriptive Stats Lab
  • Probability - I
  • Probability Lab and Class Notes - Part 1
  • Population and Sampling its Techniques
  • Population and Sampling its Techniques Excel File
  • Probability Distribution
  • Introduction to Hypothesis Testing
  • Hypothesis Testing Intro File
  • Hypothesis Testing - I
  • 2nd Sep Hypothesis Testing - I File
  • Datasets - Car and Loan
  • Hypothesis Testing - II
  • Case Study - I
  • Case Study - II

  Machine Learning

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  Deep Learning

  • This section has no content published in it.

  Placement and Interview Preparation Sections

  • Presentation Skills for Project /Interviews

  Placement Assessment Section

  • Python, Data Analysis and Statistics Quiz - Interview Preparation SET - A - 31st Oct