Instructional Video3:22
Curated Video

R Programming for Statistics and Data Science - Skewness

Higher Ed
This video explains skewness. This clip is from the chapter "Exploratory Data Analysis" of the series "R Programming for Statistics and Data Science".This section explains exploratory data analysis.
Instructional Video3:58
Curated Video

R Programming for Statistics and Data Science - Getting a Sense of Your Data Frame

Higher Ed
This video explains getting a sense of your data frame. This clip is from the chapter "Data Frames" of the series "R Programming for Statistics and Data Science".This section explains data frames.
Instructional Video9:52
Curated Video

Comparing Mean and Mean Absolute Deviation

9th - 12th
This video reviews a math test prep question on comparing mean and mean absolute deviation (MAD) using line plots to record the number of whales seen on morning and afternoon whale watch trips. The teacher explains how to find the mean...
Instructional Video12:51
Curated Video

Spark Programming in Python for Beginners with Apache Spark 3 - Writing Your Data and Managing Layout

Higher Ed
In this video, you will learn how to write your data and manage layout. This clip is from the chapter "Spark Data Sources and Sinks" of the series "Spark Programming in Python for Beginners with Apache Spark 3".In this section, you will...
Instructional Video5:05
Curated Video

R Programming for Statistics and Data Science - Mean, Median, Mode

Higher Ed
This video explains mean, median, mode. This clip is from the chapter "Exploratory Data Analysis" of the series "R Programming for Statistics and Data Science".This section explains exploratory data analysis.
Instructional Video3:15
Curated Video

R Programming for Statistics and Data Science - Decomposition of Variability: SST, SSR, SSE

Higher Ed
This video explains decomposition of variability: SST, SSR, SSE. This clip is from the chapter "Linear Regression Analysis" of the series "R Programming for Statistics and Data Science".This section explains linear regression analysis.
Instructional Video4:34
Curated Video

R Programming for Statistics and Data Science - Building a Function in R 2.0

Higher Ed
This video explains building a function in R 2.0 This clip is from the chapter "Fundamentals of Programming with R" of the series "R Programming for Statistics and Data Science".This section explains fundamentals of programming with R.
Instructional Video8:58
Curated Video

Spark Programming in Python for Beginners with Apache Spark 3 - Implementing Bucket Joins

Higher Ed
In this video, you will learn how to implement Bucket joins. This clip is from the chapter "Spark Dataframe Joins" of the series "Spark Programming in Python for Beginners with Apache Spark 3".In this section, you will learn about Spark...
Instructional Video7:27
Curated Video

R Programming for Statistics and Data Science - Tidying Data in R - gather() and separate()

Higher Ed
This video explains tidying data in R - gather() and separate(). This clip is from the chapter "Manipulating Data" of the series "R Programming for Statistics and Data Science".This section explains manipulating data.
Instructional Video6:42
Curated Video

AWS Certified Data Analytics Specialty 2021 – Hands-On - QuickSight Pricing and Dashboards; ML Insights

Higher Ed
This video provides an overview of Amazon QuickSight's pricing and dashboards. This clip is from the chapter "Domain 5: Visualization" of the series "AWS Certified Data Analytics Specialty (2022) Hands-on".In this section, you will learn...
Instructional Video8:54
Curated Video

AWS Certified Data Analytics Specialty 2021 – Hands-On - Introduction to Apache Spark

Higher Ed
This video introduces Apache Spark. This clip is from the chapter "Domain 3: Processing" of the series "AWS Certified Data Analytics Specialty (2022) Hands-on".In this section, we will complete our "order history app" example by...
Instructional Video3:05
Curated Video

AWS Certified Data Analytics Specialty 2021 – Hands-On - Glue Costs and Anti-Patterns

Higher Ed
This video focuses on Glue costs and anti-patterns. This clip is from the chapter "Domain 3: Processing" of the series "AWS Certified Data Analytics Specialty (2022) Hands-on".In this section, we will complete our "order history app"...
Instructional Video3:46
Curated Video

AWS Certified Data Analytics Specialty 2021 – Hands-On - Spark Integration with Kinesis and Redshift

Higher Ed
This video explains how to integrate Apache Spark with Amazon Kinesis and Redshift. This clip is from the chapter "Domain 3: Processing" of the series "AWS Certified Data Analytics Specialty (2022) Hands-on".In this section, we will...
Instructional Video8:12
Curated Video

Running and Executing Python Code on Google Colaboratory

12th - Higher Ed
In this lesson, we will learn how to run and execute Python code on Google Colaboratory, a cloud-based platform for running Jupyter notebooks. The lesson will start by reviewing the Python code that was prepared in the previous lesson...
Instructional Video5:06
Curated Video

Using ChatGPT to generate Python code for data manipulation

12th - Higher Ed
In this lesson, you will learn how to use ChatGPT to generate Python code for working with large datasets. You will be shown how to use prompt engineering to describe the features and requirements of your project and data set in order to...
Instructional Video9:41
Curated Video

Data Cleaning with Python: Removing Missing Values and Duplicates

12th - Higher Ed
In this lesson, we will learn how to use Python to clean a CSV file by removing any missing values or duplicates. Data cleaning is an important step in data preparation for fine-tuning, as duplicates and missing values can negatively...
Instructional Video9:47
Curated Video

Fine-tuning a GPT Model: Understanding Data Formats

12th - Higher Ed
In this lesson, we will discuss the format of the data used for fine-tuning a GPT model. We will begin by exploring how to prepare different data sets, discussing their strengths and weaknesses, and sharing tips on how to have good data...
Instructional Video1:55
Curated Video

Mastering Fine-tuning for NLP Applications

12th - Higher Ed
In this lesson, you will learn about the powerful technique of fine-tuning pre-trained models for specific natural language processing (NLP) applications. You will cover key concepts and the necessary steps required to successfully...
Instructional Video12:02
Curated Video

AWS Certified Data Analytics Specialty 2021 – Hands-On - Choosing Visualization Types

Higher Ed
This video explains how to select the visualization types in Amazon QuickSight. This clip is from the chapter "Domain 5: Visualization" of the series "AWS Certified Data Analytics Specialty (2022) Hands-on".In this section, you will...
Instructional Video10:32
Curated Video

AWS Certified Data Analytics Specialty 2021 – Hands-On - (Exercise) Elastic MapReduce, Part 2

Higher Ed
This video explains how to use Apache Spark and MLLib (its machine learning library) on an Amazon EMR cluster to consume the order data in an Amazon S3 data lake and produce product recommendations for the customers. This clip is from...
Instructional Video3:56
Curated Video

AWS Certified Data Analytics Specialty 2021 – Hands-On - AWS Step Functions

Higher Ed
This video focuses on AWS step functions. This clip is from the chapter "Domain 3: Processing" of the series "AWS Certified Data Analytics Specialty (2022) Hands-on".In this section, we will complete our "order history app" example by...
Instructional Video9:06
Curated Video

AWS Certified Data Analytics Specialty 2021 – Hands-On - AWS Glue DataBrew

Higher Ed
This video focuses on AWS Glue DataBrew. This clip is from the chapter "Domain 3: Processing" of the series "AWS Certified Data Analytics Specialty (2022) Hands-on".In this section, we will complete our "order history app" example by...
Instructional Video2:13
Curated Video

AWS Certified Data Analytics Specialty 2021 – Hands-On - AWS Data Exchange

Higher Ed
This video covers AWS data exchange. This clip is from the chapter "Everything Else" of the series "AWS Certified Data Analytics Specialty (2022) Hands-on".In this section, you will learn about Amazon Web Services (AWS) service...
Instructional Video3:22
Curated Video

Data masking control

Higher Ed
In this video, we will be discussing data masking control and how it can help protect sensitive information. Data masking is the process of obscuring or hiding certain data elements within a database or application. This can include...