Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Course Took Kit (Discord and Mentoring Link)

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

  Python Programming

  • Ananconda Installation for Jupyter notebook IDE and Python
  • Basic programming g and Intro to Jupyter Notebook
  • 15th June Strings File
  • List and Tuple Class File
  • Set Files
  • Dictionary File
  • Operators and Conditional Statement File
  • Loops and Conditional File
  • Function Files
  • OOPs - Part 1
  • OOPs - Part 2
  • 30th June File handling and exceptional handling File
  • Python Basics
  • Operators and String & its Slicing
  • Strings - II
  • List - 1
  • List Tuple and Set
  • Set and Dictionary
  • Operator and Conditional Statement
  • Loops - While
  • Loops - For
  • Function - I
  • Functions - II
  • Functions - III
  • File Handling - Part 1
  • File Handling - Part 2
  • Exceptional handling
  • Exception Handling - II
  • OOps - I
  • OOPs - Part 2 constructor and examples
  • OOPs - Part 3 - access modifiers
  • OOPs - part 4

  Data Analysis - Python

  • Numpy - 1 File
  • Descriptive Stats PPT
  • Pandas - Part 1 PDF
  • Visualization - Matplotlib and Seaborn Files
  • Web Scraping part-1
  • Web Scraping part-2
  • Numpy - I
  • Numpy - II
  • Numpy - III
  • Numpy - IV
  • Descriptive Statistics - I
  • Descriptive Statistics - II
  • Descriptive Statics - III
  • Pandas - I
  • Pandas - II
  • Pandas - III
  • Pandas - IV
  • Pandas - V Missing Data
  • Pandas - VI
  • Matplotlib and EDA Univariate.
  • EDA - Univeriate Part 2 and Bivariate Part - 1
  • EDA - Bivariate and Advanced
  • Regular Expression - Part 1
  • Regular Expression - Part 2
  • Web Scraping - I Video
  • Web Scraping - II Video

  Assignments

  • Variables and Datatypes
  • Strings
  • List and Tuples
  • Sets
  • Dictionary
  • Python - Conditional Statements and Loops
  • Python - Functions
  • Data Analysis - Numpy
  • Data Analysis - Pandas
  • Data Analysis - Visualization
  • Statistics - EDA Assignment
  • SQL Assignments - I
  • SQL Assignments - II

  Projects

  • Web Scraping With EDA
  • Web Scraping Project Documentation
  • Sample PPT Template
  • Web Scraping Project Final Submissions
  • Task on Plots
  • Portfolio
  • Telephone Directory Using Flask
  • CRUD Operations using Flask

  SQL

  • MySQL Workbench Installation Processor
  • MySQL_Installation Processor
  • 18th Oct -
  • SQL Class File
  • 19th Oct
  • 20th OCt - Store Processor Window functions
  • Intro Databases and Basics
  • Data Import and Retrieval
  • SQL - III
  • SQL IV - Constraint
  • SQL V - Joins
  • SQL Recap
  • SQL VI - Window Functions

  Tableau

  • Tableau - I introduction to tableau
  • Tableau - II basic plots grouping and sorting
  • Tableau - III filters and advance filters
  • Tableau - IV Table calculation and advance parameters
  • Tableau - V Analytics and Tooltips
  • tableau - VI Dashboard creation and advance graphs
  • Taleau - VII case study
  • Tableau Complete Lab File

  Statistics

  • Introduction to Statistics
  • Measures of Central Tendancy
  • Measures of Dispersions
  • Revision on Descriptive Stats
  • Probability
  • Probability and Distribution Files
  • Hypothesis Testing
  • Hypothesis Testing - II
  • Hypothesis Testing - III
  • Revision Class - I
  • Revision Class - II
  • Oct 11th Revision - II
  • 10th Oct - Revision - I

  Machine Learning

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  Deep Learning

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  Application Development - Flask

  • HTML
  • HTML and CSS
  • HTML and CSS Video
  • Bootstrap and Introduction to Flask Video
  • Introduction to the Flask
  • Introduction to Flask Files
  • Jinja Templating
  • Jinja templating Video
  • Login Validation File
  • Form Creation and Login Validations
  • Template Inheritance
  • Template inheritance VIdeo
  • Database Connection with Flask Files
  • Database Connection Video
  • Database Execution Commands
  • Flask Class Notes

  Test

  • Basic Python Programming Test
  • Numpy and Pandas Programming Test

  Quiz

  • Introduction to Statistics
  • Descriptive Statistics
  • Probability Distributions