Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Course Took Kit (Discord and Mentoring Link)

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

  Python Programming

  • Ananconda Installation for Jupyter notebook IDE and Python
  • Anaconda Installation and Programming Basics
  • Basic Programming - Data Types and Type Conversions
  • Python Syntax
  • Strings File
  • Strings
  • Strings - II
  • Strings - III
  • String Methods File
  • String Methods File - 2
  • Operators Files
  • List
  • Sets-Dictionary
  • Conditional Statement Files
  • While Loop
  • For Loop
  • Short-Hand -conditional statement
  • Strings - III
  • String Escape Character Boolean Data Type and Intro to Collection Data Type
  • List and Tuple
  • Set and Dictionary
  • Operators
  • Bitwise Operator and Conditional statement (if and if-else)
  • Conditional Statement
  • Short-hand Conditional statement and Inro to while loops
  • Loops
  • For Loop
  • Introduction To Functions
  • Functions
  • Anonymous Function
  • File Handling and Exception Handling
  • Classes and Objects
  • OOPS
  • Generator functions

  Data Analysis Using Python

  • Numpy-1 Files
  • Numpy-2 Files
  • Numpy-3 Files
  • Numpy-4 Files
  • Numpy-5 Files
  • Numpy-Final
  • Series
  • Pandas-1
  • Pandas-2
  • PANDAS-3
  • Data Analysis Intro
  • Numpy -1
  • Numpy-2
  • Numpy - III
  • Numpy - |V
  • Numpy - V
  • Numpy - Vi
  • Numpy-Final
  • Pandas-4
  • Pandas-5
  • Pandas-6
  • Pandas-7
  • Matplotlib-1 files
  • Pandas - final
  • EDA-1
  • eda-1 file
  • EDA-2
  • EDA-2 files
  • Series(pandas)
  • DataFrame
  • Pandas-3
  • Pandas - IV
  • Pandas -V
  • Pandas - 6
  • Pandas-7
  • Pandas-8
  • Pandas-9
  • Pandas-10
  • Matplotlib-1
  • Matplotlib-2
  • Regular Expressions - I
  • Regular Expressions - I video
  • RegEx - II
  • Intro to Web Scraping
  • Introduction to Web Scraping
  • Scraping Single Page Info
  • Single page Scraping Video
  • Multi page scraping and Analysis
  • Web Scraping, Data Analysis File

  Assignments

  • Variables and Datatypes
  • Strings
  • List and Tuples
  • Sets
  • Dictionary
  • Conditional Statements and Loops
  • Functions
  • Test - 1
  • Data Analysis - Numpy
  • Data Analysis - Pandas
  • Data Analysis - Visualization
  • SQL Assignments - I
  • SQL Assignments - II

  Projects

  • Web Scraping Project Final Submissions
  • PPT Template for Web Scraping Project

  Statistics

  • Intro to data and its measure + Central Tendency
  • Central Tendency
  • Coorelation
  • Probability - I
  • correlation Class File
  • Probability - I File
  • Descriptive Statistics Material
  • Random Variables
  • Random Variables PDF
  • Normal Distribution
  • Recap of the Probability Distributions
  • Sampling Techniques and CLT
  • Transformation
  • Confidence Interval(CI) using z Stast and t Stats
  • Problem solving on z stat and t - stats and Bootstraping technique for finding CI
  • Hypothesis Testing - Part 1
  • Booststraping file
  • Hypothesis Testing File
  • qq plots file
  • transformation file
  • Hypothesis Testing Steps - Parametric Test t Test and z Test

  SQL

  • MySQL Workbench Installation Processor
  • MySQL_Installation Processor

  Tableau

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  Machine Learning

  • This section has no content published in it.

  Deep Learning

  • This section has no content published in it.

  Test

  • Python MCQ's

  Application Development - Flask

  • Introduction to Flask
  • HTML - I
  • HTML - 1 Video
  • HTML and CSS
  • HTML and CSS Video
  • Bootstrap
  • Bootstrap Video
  • Introduction to Flask
  • Introduction to Flask Video
  • Introduction to Flask - II
  • Introduction to Flask - II Video
  • Calling python variable inside HTML
  • Calling python variable inside HTML Video
  • Jinja Templating
  • Jinja Templating Video
  • Login Validation Video
  • Login Validation Files
  • Template Inheritance
  • Template Inheritance Video
  • Database Connection Using Flask Files
  • Database Connection Using Flask Video