Learn the basics of Data Science in the crash course created by Marco Peixeiro, where you will learn about the theory and code behind the most common algorithms used in data science.

Datasets:

Course Contents

  • ⌨️ (00:00) Introduction
  • ⌨️ (03:06) Setup
  • ⌨️ (04:29) Linear regression (theory)
  • ⌨️ (09:29) Linear regression (Python)
  • ⌨️ (20:59) Classification (theory)
  • ⌨️ (30:16) Classification (Python)
  • ⌨️ (49:30) Resampling & regularization (theory)
  • ⌨️ (56:09) Resampling and regularization (Python)
  • ⌨️ (1:05:17) Decision trees (theory)
  • ⌨️ (1:13:12) Decision trees (Python)
  • ⌨️ (1:24:50) SVM (theory)
  • ⌨️ (1:28:17) SVM (Python)
  • ⌨️ (1:58:24) Unsupervised learning (theory)
  • ⌨️ (2:06:54) Unsupervised learning (Python)
  • ⌨️ (2:20:55) Conclusion

Blazor is a Single Page Application framework created by Microsoft.

With Blazor, you write C# to generate dynamic content and with Blazor WebAssembly you can become a full stack developer with C# on both front end and back end.

In this course by Frank Liu (via freeCodeCamp.org), you will learn about the architecture, how Blazor works, and how to create a real-world project as you learn to use Blazor.

Course Contents

  • (0:00:00) Introduction
  • (0:00:34) Blazor Architecture Overview
  • (0:11:59) Blazor Architecture In Depth
  • (0:24:00) Blazor Hosting Models
  • (0:32:23) Project Structure
  • (0:48:31) Data Binding
  • (1:12:21) Components Basics
  • (1:33:33) Communication Between Components Overview
  • (1:37:59) Component Parameters
  • (1:45:03) Route Parameters
  • (1:57:05) Cascading Parameters
  • (2:14:58) EventCallBack
  • (2:27:16) Referencing Child Components
  • (2:40:06) Templated Components – RenderFragment
  • (2:51:31) Templated Components – Generic Typed Item List
  • (3:07:01) Templated Components – Generic Typed RenderFragment
  • (3:27:27) Templated Components – Generic Typed RenderFragment as a Form
  • (3:37:30) When is Rendering Triggered
  • (3:59:45) Lifecycle Events Sequence
  • (4:11:39) Avoiding Data Initialization Pitfall
  • (4:16:15) Forms and Validations
  • (4:22:00) Dependency Injection
  • (4:49:34) State Management with Flux in C#
  • (5:34:37) Authentication
  • (6:04:18) Creating a reusable DataGrid Component – Columns Configuration
  • (6:36:27) Creating a reusable DataGrid Component – Paging
  • (7:16:49) Creating a reusable DataGrid Component – Sorting
  • (7:42:51) Thank you and My Contact Info

Here’s a list of free data science courses to get up to speed while you’re locked down.

Organisations across the world are turning to data science professionals to help businesses extract insights from the vast reserves of data. This means that there is a resilient push by recruitment agencies for people skilled in data mining, programming, and statistical modelling, among others. Although the demand for talent