Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Course Took Kit (Discord and Mentoring Link)

  • Discord Innomatics Server Community Link
  • Intro to Data Science and AI Course
  • Discord LMS Orientation and Anaconda Installation
  • Zoom Mentoring Sessions Link

  Python Programming

  • Ananconda Installation for Jupyter notebook IDE and Python
  • Python Programming Basics
  • Python Basics - II
  • Strings - I
  • Python Basic Programming Class File
  • String - 1 Class File
  • Strings - II
  • String - III
  • Operators
  • List
  • List Class File
  • Tuple and Set
  • Tuple and Set File
  • Dictionary and Intro to IF Else Conditional Statement
  • Dictionary and If Else intro File
  • Conditional Statement and Loops
  • Loops - II
  • Loops - II File
  • Loops - III Problem Exercise
  • Functions
  • Loops File
  • Functions File
  • Functions - II
  • Function s- III
  • File Handling Files
  • Function 8args topic and Exceptional Handling File
  • File and Exceptional handling
  • Exception handling
  • OOPS
  • OOPs - II
  • OOPs File
  • File and Exception handling Files
  • Functions Files
  • OOPs - III

  Assignments

  • Variables and Datatypes
  • Strings
  • List and Tuples
  • Sets
  • Dictionary
  • Conditional Statements and Loops
  • Functions
  • Class Assignments
  • Data Analysis - Numpy
  • Data Analysis - Pandas
  • Statistics - 1 EDA

  Data Analysis - Python

  • Intro to Data Analysis
  • Numpy - II
  • Numpy - I File
  • Numpy - III
  • Numpy - IV and Pandas Intro
  • Numpy File
  • Pandas - II
  • Pandas - III
  • Pandas - 1 2 & 3 Class File and Cars dataset
  • Pandas - IV
  • Pandas - VI
  • Pandas - V Part 1
  • Pandas - V Part 2
  • Visualization - 1 Matplolib
  • Visualization Plots - II
  • Visualization Plots - III and Descriptive Stats Intro
  • Pandas Files
  • Matplotlib Files
  • Descriptive Stats
  • Seaborn - I
  • Regular Expression
  • Regular Expression
  • Web Scraping
  • Seaborn Visualization Analysis
  • Regular Expression File
  • Web Scraping File
  • Web Scraping Project Discussion

  Projects

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

  Tableau

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  SQL

  • MySQL Workbench Installation Processor
  • MySQL_Installation Processor

  Statistics

  • Stats intro and Data Types and Measures PDF
  • Descriptive Stats PDF
  • Descriptive Statistics - Central Tendency and Measure of Dispersion - II
  • Measure of Dispersion Part - II
  • Measure of Dispersion - III
  • Descriptive Statistics - IV
  • Statistics importance and Sampling
  • Probability - I
  • Probability - II
  • Lab on Descriptive Stats
  • Probability - III
  • Probability - IV Lab
  • Probability Distributions
  • Probability + Random Variables + Probability Distributions PDF
  • Hypothesis Testing - I
  • Hypothesis Testing - II process to follow and p value calculation
  • Hypothesis Testing - III z Test
  • Hypothesis Testing - iV t Test
  • Hypothesis Testing - Using t Test
  • Hypothesis Testing - More Problems
  • Hypothesis Testing - More Exercises - II
  • Hypothesis Testing - Lab
  • ANOVA and Chi Square
  • Hypothesis Testing and ANOVA Chi Squared File

  Machine Learning

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  Deep Learning

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  Placement and Interview Preparation Sections

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  Placement Assessment Section

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