Exploring Data Science with .NET using Polyglot Notebooks & ML.NET

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Matt Eland

1:53:11

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01 - Introduction

01 - Data science with .NET.mp4

00:40

02 - What you should know.mp4

00:59

02 - 1. Introducing Polyglot Notebooks

01 - Notebooks and kernels.mp4

01:58

02 - Installing Polyglot Notebooks.mp4

00:57

03 - Creating your first Notebook.mp4

01:39

04 - C# cells.mp4

02:00

05 - Variable sharing between cells.mp4

03:03

06 - Declaring classes and methods.mp4

03:46

07 - F# cells.mp4

02:18

08 - Sharing variables between kernels.mp4

04:58

09 - Markdown cells.mp4

02:19

10 - Mermaid diagrams.mp4

05:59

11 - Importing NuGet packages.mp4

02:14

03 - 2. Data Wrangling with DataFrames

01 - Introducing DataFrames.mp4

03:47

02 - Renaming and removing columns.mp4

03:07

03 - Replacing missing values.mp4

03:47

04 - Dropping missing values.mp4

01:19

05 - Feature engineering.mp4

05:36

06 - Merging DataFrames.mp4

02:11

07 - Grouping data.mp4

02:16

08 - Filtering data.mp4

02:33

09 - Exporting DataFrames.mp4

01:22

04 - 3. Data Analysis and Visualization with DataFrames and Plotly.NET

01 - Describing DataFrames.mp4

02:39

02 - Getting values from individual columns.mp4

01:54

03 - Histograms.mp4

03:31

04 - Box and violin plots.mp4

04:08

05 - Scatter plots.mp4

03:41

05 - 4. Machine Learning with ML.NET

01 - Intro to machine learning, ML.NET, and AutoML.mp4

03:36

02 - Loading data into traintest sets.mp4

02:54

03 - Training classification models.mp4

03:33

04 - Evaluating classification models.mp4

05:23

05 - Training regression models.mp4

02:40

06 - Evaluating regression models.mp4

03:54

07 - Saving and loading models.mp4

03:35

08 - Generating predictions from models.mp4

05:02

09 - Additional ML.NET topics.mp4

02:36

06 - 5. Deploying Polyglot Notebooks

01 - Adopting Polyglot Notebooks.mp4

02:19

02 - Getting into data science and AI as a developer.mp4

01:56

07 - Conclusion

01 - Next steps.mp4

01:02

Description

In this course, Matt Eland—an AI specialist, Microsoft MVP, and author—equips experienced .NET developers with the skills to conduct data analytics and data science experiments using Polyglot Notebooks. Dive into the core of Polyglot Notebooks, its relationship to Jupyter Notebooks, and language support for C#, F#, PowerShell, SQL, and Mermaid diagrams. Learn data ingestion, sharing between kernels, exploratory data analysis with descriptive statistics, and data visualization using libraries like Microsoft.Data.Analysis, ScottPlot, and Plotly.NET. Explore basic machine learning concepts, model training, train/test splits, evaluation, and beginner classification/regression experiments with ML.NET's AutoML capabilities. Plus, cover advanced Polyglot Notebooks integrations like Azure OpenAI, Semantic Kernel, Sequence Diagram Generation, and Azure AI Services.

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Matt Eland

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LinkedIn Learning is an American online learning provider. It provides video courses taught by industry experts in software, creative, and business skills. It is a subsidiary of LinkedIn. All the courses on LinkedIn fall into four categories: Business, Creative, Technology and Certifications. It was founded in 1995 by Lynda Weinman as Lynda.com before being acquired by LinkedIn in 2015. Microsoft acquired LinkedIn in December 2016.