Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Course Took Kit (Discord and Mentoring Link)

  • Discord Innomatics Server Community Link
  • Zoom Mentoring Sessions Link

  Intro and Induction Sessions

  • Intro to Data Science and AI
  • Intro of ML Models & Orientation Session
  • Intro of Jupyter Notebook and Google Colab

  Python Programming

  • Ananconda Installation for Jupyter notebook IDE and Python
  • Variable and Data Types
  • List
  • List and Tuple Lab
  • List and Tuple Python File
  • Dictionary
  • Python Basic and Dictionary File
  • Set and String
  • Set and String File
  • Control Statement
  • Control Statement File
  • Loops
  • Loops - II and Functions
  • Loops - II and Functions File
  • Functions File
  • Functions - III
  • File and Exception Handling
  • File and Exception Handling FIle
  • Functions - IV

  Data Analysis - Python

  • Intro to Data Frame and Series Pandas
  • Pandas - II
  • Data Frame File
  • Class and Object and Numpy
  • Numpy - II
  • Numpy - III
  • Numpy File
  • Pandas - III
  • Pandas - III File
  • Pandas - IV
  • Pandas - IV File
  • Pandas - V
  • Pandas - VI
  • Pandas File
  • Pandas - V
  • Pandas - VI
  • Pandas - VI File
  • Descriptive Stats
  • Descriptive Statistics - II
  • Visualization - 1 Basic Understanding of the Plots and Intro to Matplolib
  • Exploratory Data Analysis(EDA) - 1
  • Descriptive Stats Class File
  • EDA - 1 Class File
  • EDA - 2
  • EDA USe Case Analysis - 1
  • EDA - USe Case - II Part 1
  • EDA - USe Case - II Part 2
  • EDA - Use Cases - III
  • 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 Scraping Part - 1 Files
  • 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
  • Class Assignments
  • 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

  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

  Machine Learning

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  Deep Learning

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  Placement and Interview Preparation Sections

  • Presentation Skills for Project /Interviews
  • Python Interview Session
  • Python Data Analysis Interview Preparation a

  Placement Assessment Section

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