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When you are presented with a new time series forecasting problem, there are many things to consider.
The choice that you make directly impacts each step of the project from the design of a test harness to evaluate forecast models to the fundamental difficulty of the forecast problem that you are working on.
It is possible to very quickly narrow down the options by working through a series of questions about your time series forecasting problem. By considering a few themes and questions within each theme, you narrow down the type of problem, test harness, and even choice of algorithms for your project.
In this post, you will discover a framework that you can use to quickly understand and frame your time series forecasting problem.
To deal with variable solar and wind power, the startup Energy Vault is coming out of stealth mode to offer alternatives to lithium-ion batteries.
JSON has taken over the world. Today, when any two applications communicate with each other across the internet, odds are they do so using JSON.
The article describes the history of JSON starting from the aim at having a common information exchange format from XML and beyond.
Screen is a command-line tool that lets you set up multiple terminal windows within it, detach them and reattach them later, all without any graphical interface. This program has existed since before I started using Linux, but first I clearly need to address the fact that I'm even using Screen at all prior to writing a tech tip about it.
So now that those arguments are out of the way, I thought those of you still using Screen might find it useful to learn how to do copy and paste within Screen itself.
This is the first million integers, represented as binary vectors indicating their prime factors, and laid out using the UMAP dimensionality reduction algorithm by Leland Mcinnes. Each integer is represented in a high-dimensional space, and gets squished down to 2D so that numbers with similar prime factorisations are closer together than those with dissimilar factorisations.

TextBlob is a Python (2 and 3) library for processing textual data. It provides a simple API for diving into common natural language processing (NLP) tasks such as part-of-speech tagging, noun phrase extraction, sentiment analysis, classification, translation, and more.
Features
- Noun phrase extraction
- Part-of-speech tagging
- Sentiment analysis
- Classification (Naive Bayes, Decision Tree)
- Language translation and detection powered by Google Translate
- Tokenization (splitting text into words and sentences)
- Word and phrase frequencies
- Parsing
- n-grams
- Word inflection (pluralization and singularization) and lemmatization
- Spelling correction
- Add new models or languages through extensions
- WordNet integration
“Don’t think of the overwhelming majority of the impossible.”
“Grew up your bliss and the world.”
“what we would end create, creates the ground and you are the one to warm it”
“look and give up in miracles”
All the quotes above have been generated by a computer, using a program that consists of less than 20 lines of python code.

Only US$69.99 buy best xiaomi mitu wifi fpv with 720p hd camera multi-machine infrared battle mini rc drone quadcopter bnf sale online store at wholesale price. US/EU direct.
The Nim programming language is a concise, fast programming language that compiles to C, C++ and JavaScript.
Mobile shell that supports roaming and intelligent local echo. Like SSH secure shell, but allows mobility and more responsive and robust.

TIOBE checks more than 1030 million lines of software code for its customers world-wide, real-time, each day.
Provides a rank among the most widely user programming languages.

Rolo keeps track of your contacts and display them to you with a text-based menu.
Rolo strives to be a well-constructed tool for complimenting text-based email programs-such as mutt. It utilizes the vCard version 3.0 format for storing its contacts and it interfaces with the end-user through a NCurses front-end.

Summary
- Cheat – Linux Commands cheat sheet.
- Cloudup – A tool to backup your GitHub repositories to bitbucket.
- Crypt – Encrypt and decrypt files.
- Cryptocurrency – Converts Cryptocurrency based on realtime exchange rates of the top 10 cryptos.
- Currency – Currency converter.
- Geo – Provides the details of wan, lan, router, dns, mac, and ip.
- Lyrics – Grab lyrics for a given song quickly from the command line.
- Meme – Command line meme creator.
- Movies – Search and display a movie details.
- Newton – Performs numerical calculations all the way up to symbolic math parsing.
- Qrify – Turns the given string into a qr code.
- Short – URL Shortner
- Siteciphers – Check which ciphers are enabled / disabled for a given https site.
- Stocks – Provides certain Stock details.
- Taste – Recommendation engine that provides three similar items like the supplied item (The items can be books, music, artists, movies, and games etc).
- Todo – Command line todo manager.
- Transfer – Quickly transfer files from the command line.
- Weather – Displays weather details of your place.
- Youtube-Viewer – Watch YouTube from Terminal.
Building command line tools in Bash is an extremely tedious and somewhat enigmatic task. There's quite a bit of boilerplate code you're going to have to write if you want your script to do more than just one thing, which will only clutter your script. In addition, your scripts will likely never be able to reference good code you've written from old scripts.
Ash helps you get rid of all of your boilerplate by letting you call functions directly from the command line, while also providing a modular approach to scripting which will allow you to share code between scripts.
You are able to build a module independently that functions as a CLI or as a library (or any combination of the two), and easily share your module with the world.
restic is a program that does backups right.
Features
- Easy: Doing backups should be a frictionless process, otherwise you are tempted to skip it.
Resticshould be easy to configure and use. - Fast: Backing up your data with
resticshould only be limited by your network or hard disk bandwidth so that you can backup your files every day. - Verifiable:
resticenables you to easily verify that all data can be restored. - Secure:
Resticuses cryptography to guarantee confidentiality and integrity of your data. The location where the backup data is stored is assumed to be an untrusted environment. - Efficient: With the growth of data, additional snapshots should only take the storage of the actual increment.
- Free:
resticis free software and licensed under the BSD 2-Clause License and actively developed on GitHub.
Mastering Bitcoin is a book for developers, although the first two chapters cover bitcoin at a level that is also approachable to non-programmers. Anyone with a basic understanding of technology can read the first two chapters to get a great understanding of bitcoin.
TimeShift for Linux is an application that provides functionality similar to the System Restore feature in Windows and the Time Machine tool in Mac OS. TimeShift protects your system by taking incremental snapshots of the file system at regular intervals. These snapshots can be restored at a later date to undo all changes to the system.
Snapshots are taken using rsync and hard-links. Common files are shared between snapshots which saves disk space. Each snapshot is a full system backup that can be browsed with a file manager.
TimeShift is similar to applications like rsnapshot, BackInTime and TimeVault but with different goals. It is designed to protect only system files and settings. User files such as documents, pictures and music are excluded. This ensures that your files remains unchanged when you restore your system to an earlier date. If you need a tool to backup your documents and files please take a look at the excellent BackInTime application which is more configurable and provides options for saving user files.

TimeShift is a system restore tool for Linux. It provides functionality that is quite similar to the System Restore feature in Windows or the Time Machine tool in MacOS. TimeShift protects your system by making incremental snapshots of the file system manually or at regular automated intervals.

Tilix is an advanced GTK3 tiling terminal emulator that follows the Gnome Human Interface Guidelines.

A bittorrent filesystem based on FUSE.
With BTFS, you can mount any .torrent file or magnet link and then use it as any read-only directory in your file tree. The contents of the files will be downloaded on-demand as they are read by applications. Tools like ls, cat and cp works as expected. Applications like vlc and mplayer can also work without changes.