## How to do Cluster Analysis with Python

You can access the full course here: Data Insights with Cluster Analysis Part 1 In this video we are going to discuss Cluster Analysis. We will discuss the following topics: Intro to Cluster Analysis – what is it, what are it’s different applications, the kinds of algorithms we can expect. K-means clustering Density-based Spatial Clustering … Read more

## A Bite-Sized Guide to Pandas

You can access the full course here: Bite-Sized Pandas Part 1 In this lesson we’ll learn about DataFrames (the data structure pandas works with) and learning how to access data in the DataFrame using pandas. We’ll open Anaconda Navigator and load our environment file. Now we need to copy the files we’ll be working with … Read more

## Probability for Data Science Tutorial

You can access the full course here: Probability Foundations for Data Science Part 1 In this lesson, we’re going to see an introduction to the Probability Theory. Probability definitions We define probability as the likelihood of some event happening. For coin flipping, there is an equal probability of having heads or tails (1/2 each), and we represent it by … Read more

## Hypothesis Testing for Data Science Guide

You can access the full course here: Hypothesis Testing for Data Science Part 1 To start this course, we’re going to cover the following topics: Random Variables Normal Distribution Central Limit Theorem Random Variables A random variable is a variable whose value is unknown. Namely, the outcome of a statistical experiment. Consider the example of a … Read more

## How to Build a Spam Detector

You can access the full course here: Build a Spam Detector AI with Text Classification Transcript Part 1 Hello everybody my name is Mohit Deshpande, and in this course we’ll be building an AI that would be able to determine if an input email is spam or not. And so you can see in … Read more

## Getting Started with Data Visualization in Python

You can access our newest course on Data Visualization here: The Complete Python Data Visualization Course Transcript 1 Hello, everybody. My name is Mohit Deshpande and thanks for joining me. And in this course we’re gonna be learning a lot about data visualization. And so what we’re gonna be looking at is, we’ll be able … Read more

## How to Classify Images using Machine Learning

You can access the full course here: Build Sarah – An Image Classification AI Transcript 1 Hello everybody, and thanks for joining me, my name is Mohit Deshpande, and in this course we’ll be building an image classification app. Given a set of images, we’re going to train an AI to learn what these images … Read more

## A Comprehensive Guide to Optical Flow

You can access the full course here: Video and Optical Flow – Create a Smart Speed Camera Part 1 In this lesson, you will learn the basics of videos, and how function notation can be applied to find pixel intensities of videos. Videos are a sequence of images (called frames), which allows image processing to … Read more

## A Comprehensive Guide to Face Detection and Recognition

You can access the full courses here: Build Lorenzo – A Face Swapping AI and Build Jamie – A Facial Recognition AI Part 1 In this lesson, we’re going to see an overview of what face detection is. In a nutshell, it answers the question of whether or not there is a face in a given … Read more

## Recognizing Images with Contour Detection using OpenCV

You can access the full course here: Advanced Image Processing – Build a Blackjack Counter Transcript 1 Hello everybody. My name is Mohit Deshpande. And in this video, I want to kinda introduce you guys to the concept of image segmentation. So to motivate this discussion, here is an image of a wallet on a … Read more