Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Course Took Kit (Discord and Mentoring Link)

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

  Python Programming

  • Ananconda Installation for Jupyter notebook IDE and Python
  • Anaconda Installation and Basic understanding of Programming and Colab
  • Python Basic Programming and Jupyternotebook
  • Operators
  • Intro to Python Programming , Jupyter Notebook and Operators File
  • Strings
  • Lists
  • Tuple and Set
  • Dictionary
  • If Else Statements
  • String File
  • List and Tuple Files
  • Sets File
  • Dictionary Files
  • IF Else Statement
  • If Else Statements - II and Loop
  • Loop
  • Loop File
  • Functions
  • Functions - II
  • Functions File
  • File and Exception Handling
  • Revision
  • Revision - II
  • Revision - III
  • Revision - IV
  • Revision - V
  • Class and Object
  • Class and Object - II
  • Class and Object - III
  • Class and Object - IV

  Data Analysis - Python

  • Numpy
  • Numpy - II
  • Numpy - III
  • Pandas
  • Pandas - II
  • Pandas - III and Descriptive Statistics
  • Numpy and Class & Object File
  • Pandas Use Case
  • Pandas Use Case - II
  • Descriptive Statistics - Central tendency and Measure of Dispersion Theory
  • Pandas Data Analysis - III
  • Pandas - Data Analysis - IV
  • Statistics and ABC Sales Company Class File
  • Pandas - Data Analysis V
  • Pandas - Analysis - VI
  • 2nd June Data Analysis - Part - 1
  • 2nd June Data Analysis - Part - 2
  • Data Analysis - VI
  • Data Analysis - Vi
  • Data Analysis and Statistics Class Files
  • Data Analysis - VII Subplots Multivariate
  • ABC Use Case Complete Data Analysis Class File
  • Data Analysis and Merge concat Topics
  • ABC Sales Analysis - Final Project File Completed
  • Explore Pandas Merge and Concat File
  • Regular Expression Part 1
  • Regular Expression - Part 2
  • Regex Files
  • Regular Expression - III Lab
  • Regex File
  • Intro HTML for Web Scraping
  • Web intro file
  • Web Scraping - II
  • Web-Scarping -III Extracting information from multiple pages, Data Preprocessing
  • Web Scraping - II & III File
  • Web Scraping - III
  • Web Scraping Complete File

  Assignments

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

  Projects

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

  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

  Machine Learning

  • This section has no content published in it.

  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 Excel File
  • Population and Sampling its Techniques
  • 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

  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