Course Content

Introduction

0/4

Brief Introduction to Data Science

Webinar on Carrier Transition to Data Science

Anaconda Installation Steps

Data Science Class Session

Statistics Starter Kit

0/17

Introduction to Statistics

Data Quality Issues, Population and Sample

Measures of Central Tendency

Measure of Spread

Measure of Shape

Statistical Plots

Introduction to Inferential Statistics

Probability in Statistics

Random Variables

Normal Distribution

Central Limit Theorem

Hypothesis testing

Statistics Quiz

Data Science Class 29th August 2021

Understand the data distribution

Data Science Class Recording 5th September 2021

Range, IQR, Standard Deviation Explained

Basics of Python

0/9

Study Material to learn Python for Data Science

Data Science Class Recording 11th July

Data Science Class Recording – 18th July 2021

Data Science Class Recording 25th July

Data Science Class Recording 1st August 2021

Class recording 8th August 2021

Data Science Class Recording 22nd August 2021

Quiz to Understand your Python Skills

Test your Python Skills

Numpy and Pandas

0/8

Data Pre-processing Pre Read

Data Science Class Recording 12th September

Numpy and Pandas Cheat Sheet

Data Science Class Recording 19th September 2021

Data Science Class Recording 26th Sept 2021

Data Science Class Recording 2nd Oct 2021

Data Visualization in Python

0/5

Pre-Read Tips for Data Visualization

Data Visualization Class Workout- Case Study

Data Visualization Assignment

Data Visualization Assignment Solutions

Data Science Class Recording 10th Oct 2021

Exploratory Data Analysis (EDA) in Python

0/7

Exploratory Data Analysis on McDonald’s Dataset

EDA on Mental Health in Tech Workspace

Data Science Class Recording 31st October 2021

Data Science Class Recording 7th November 2021

Data Science Class Recording 14th November 2021

Data Science Class Recording 21 November 2021

EDA on Titanic Dataset

Data Cleaning Session

0/1

Data Science Live Class 5th December 2021

EDA Project Guidelines

0/1

Project Guidelines

Machine Learning – 1

0/10

Introduction to Machine Learning

Introduction to Linear Regression

Introduction to Linear Regression – Class 2

Introduction to Linear Regression – Class 3

Introduction to Linear Regression – Class 4

Linear Regression Assignment

Introduction to Logistic Regression

Introduction to Logistic Regression Class – 2

Logistic Regression Class Recording April 3-2022

Logistic Regression Assignment Questions with Solution notebook

Model Evaluation Techniques

0/3

Model Evaluation – Regression

Lesson 2: Model Evaluation Techniques – Classification

Model Evaluation Practical method

Fundamentals of Data Science and Machine Learning

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