Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Week 1 - Python Revision

  • Orientation Session
  • Problem Solving with Python
  • Python Revision Part 1
  • 11th March Python Problem Solving

  Week 1 - Assignments

  • Python Problem Solving 1
  • Python Problem Solving 2

  Week 2 - Data Analysis and Stats

  • Data Analysis - I
  • Lab File - I
  • Data Analysis - II
  • Lab File - II
  • Statistics - I
  • Statistics - II
  • Stats PDF
  • Stats Lab File
  • Hypothesis Testing
  • Hypothesis Testing Problems

  Machine Learning

  • ML Revision - I
  • ML Revision - II
  • ML - Revision -III
  • ML Revision -IV
  • ML Revision - V
  • ML Revision - VII
  • ML - VIII Revision
  • M L Revision - IX

  Machine Learning Assignments

  • EDA and Model Building
  • Classification ML Problem (Categorical Data)

  Deep Maths behind Logistic Reg and SVM

  • Logistic Regression - I
  • Logistic Regression - II
  • Logistic Regression - III
  • DT for Regression and SVM
  • SVM with Kernel Trick
  • SVM and Logistic Regression
  • Logistic Regression with Log Loss + Lab

  SQL - Revision

  • Data its types and Introduction to SQL
  • SQL - II Basics and First Command
  • SQL - III Lab Session
  • MySQL Installation Step by Step Procedure
  • MySql Installation Processor File
  • SQL - IV Lab
  • SQL - V Lab
  • SQL - VI Lab
  • SQL - VII Lab
  • SQL All Lab Files and Material

  SQL - Assignment

  • SQL - Task 1
  • SQL - Task 2
  • SQL - Task 2 (Solution)

  Tableau

  • Day 1 Tableau File
  • Super Store Dataset
  • Tableau - 1 Introduction
  • Tableau Installation Procedure Files
  • Tableau - 2 Data Types Column Formatting Sorting Hierarchy Types of Files Discrete vs Continuous
  • Tableau - 3 Groupby and Filters
  • Tableau 4 - Parameter (Filter & Set) & Data Relationship
  • Tableau 5 - Rank Shapes Models Forecasting Clustering Summarization and Parameters as measures
  • Tableau 6 - Functions - Number & string Actions at Worksheet Maps, Animation Pages
  • Tableau 7 - Dash board Story Board Publishing Extract Data and Charts
  • Tableau 8 - Special Charts LOD include Exclude Live Dashboard on Web Scraping Assignment

  Tableau Assignment

  • Tableau Tasks (18 Excercises)

  Placement and Interview Preparation Sections

  • SQL Interview Preparation Session
  • Mastering LinkedIn Session for Effective Job Search
  • Python Interview Preparation Session

  Project

  • NLP Project - Sentiment Analysis

  NLP and CV

  • Intro to DL and NLP(Word2vec Hands-on)
  • Word2vec NLP

  Recorded - Model Productionisation

  • Intro to Data Applications (Streamlit)
  • NLP - Model Producationisation Using Streamlit
  • Heroku Deployment - Part 1
  • Heroku Deployment - Part 2
  • AWS Deployment