Online learning has been around in different forms for over 60 years, but it has become more prevalent in its constantly evolving state than ever. …

Kubernetes has, in the recent past, become the go to standard for building applications running multiple containers. Using Kubernetes comes with the need to run cloud-native distributed databases. One of the prominently emerging cloud-native, open-source NewSQL databases is TiDB.

By deploying TiDB on KubeSphere, this article demonstrates how you…

Asad Zeeshan, Education Ecosystem’s Marketing Manager

Education Ecosystem, a peer-to-peer project-based online learning platform is excited to welcome Asad Zeeshan as the new Marketing Manager. Asad will be responsible for formulating and shaping the project’s massive and aggressive expansion efforts as we penetrate into new Asian, European, and African markets. …

Education Ecosystem is excited to announce the release of a new white paper version (v4.3) that outlines the project’s vision. There are notable changes from the previous version (v4.2), and they are all in line with our aim to become a market leader in peer-to-peer project-based learning. …

Key Takeaways

  • Bokeh is a powerful tool for exploring and understanding your data or creating beautiful custom charts for a project or report.
  • Bokeh provides a Python API to create visual data applications in D3.js, without necessarily writing any JavaScript code.
  • It allows the use of standard Pandas and NumPy…

Append your Ether address at the end of the URL given below to see your LEDU tokens.

For example, if your Ether address is: 0xd704585e5821f2c1e8fb7864b0fe727fe46e457b

Then attach the Ether address at the end of the URL:

You should be able to see your new LEDU tokens.

If you see your new tokens on Etherscan but they are not yet visible in your wallet, make an online search on how to add new tokens to your specific wallet. Then follow the instructions in the guideline to add the new tokens.


You will quickly learn and use Google Colab if you know and have used Jupyter notebook before. Colab is basically a free Jupyter notebook environment running wholly in the cloud. Most importantly, Colab does not require a setup, plus the notebooks that you will create can be simultaneously edited…

Key Takeaways

  • The main goal of Anomaly Detection analysis is to identify the observations that do not adhere to general patterns considered as normal behavior.
  • Anomaly Detection could be useful in understanding data problems.
  • There are domains where anomaly detection methods are quite effective.
  • Modern ML tools include Isolation Forests…


Learn how to generate a Petastorm dataset that is compatible with different machine learning frameworks, analyze and manipulate the dataset, and more.

Petastorm, an open-source data access library, enables single-node or distributed training as well as evaluation of deep learning models precisely from datasets in Apache Parquet format and datasets that are already loaded as Apache Spark DataFrames. As Andrey, a U.S.-based Python engineer, notes, it supports popular Python-based machine learning (ML)…


Cloud9 provides a development environment in the cloud. Cloud9 enables developers to get started with coding immediately with pre-setup environments called workspaces, collaborate with their peers with collaborative coding features, and build web apps with features like live preview and browser compatibility testing. It supports more than 40 languages…

Dr. Michael J. Garbade

Founder & CEO of Education Ecosystem. Serial entrepreneur with experience from Amazon, GE & Rebate Networks,

Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store