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 objects for plotting, including NumPy arrays, plain lists and Pandas series.
• In the Python visualization space, Bokeh is the most ideal candidate for building interactive and dynamic visualizations across different mediums.

Introduction

Data understanding is a crucial data analysis stage according to the CRISP-DM standard (Cross-industry standard process for data…

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

https://ethplorer.io/address/0x7b7d958e3bd36f9b1172d65408551ae2cef6b0f5

For example, if your Ether address is: 0xd704585e5821f2c1e8fb7864b0fe727fe46e457b

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

https://ethplorer.io/address/0x7b7d958e3bd36f9b1172d65408551ae2cef6b0f5=0xd704585e5821f2c1e8fb7864b0fe727fe46e457b

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.

Introduction

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 by your team members — in a similar manner you edit documents in Google Docs. The greatest advantage is that Colab supports most popular machine learning libraries which can be easily loaded in your notebook.

What Colab Offers You?

As a developer, you can perform the following using Google Colab;

• …

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 and other similar methods, but you need to understand the basic concept for successful implementation
• Isolation Forests method is unsupervised outlier detection method with interpretable results.

Introduction

Before doing any data analysis, the need to find out any outliers in a dataset arises. These outliers are known as anomalies.

This article…

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) frameworks including Tensorflow, PyTorch, and PySpark. For more information about Petastorm, refer to the Petastorm GitHub page and Petastorm API documentation.

Petastorm enables either single machine or distributed training, as well as support for multiple Python-based ML frameworks such as NumPy, Tensorflow, Theano, Pytorch, and PySpark. …

Introduction

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, with top class support for PHP, Ruby, Python, Node.js, and Go Language.

How Does AWS Cloud9 Work?

The AWS Cloud9 IDE, running in a web browser on your local computer, interacts with your AWS Cloud9 environment. A computing resource, for example an Amazon EC2 instance or your own server, connects…

We are excited to announce that we successfully hosted our November Ask-Me-Anything (AMA) session on our official Telegram channel on Friday, 27 November at 6 PM UTC. The hour-long AMA saw community members interact with us by asking all kinds of questions, save for those related to price speculation and price pumping.

We tried as much as possible to keep it in the spirit of an AMA and allowed the community to ask any questions on their minds.

We are grateful to all those who participated in the AMA. Some asked questions while others were comfortable with following the questions…

We are thrilled to announce that we will be hosting our next Telegram Ask-Me-Anything (AMA) session on Friday, 27 November at 6 PM UTC. You are invited to join us on our official Telegram channel where Education Ecosystem CEO Michael J. Garbade will be interacting with the community for a full hour in real-time.

What’s going down?

We promised you in our previous AMA that we will host our next session on November 27th, the last Friday of the month. That’s what we are going to do. Michael will be responding to questions posed to him related to Education Ecosystem…