1679631240
Typst is a new markup-based typsetting system that is designed to be as powerful as LaTeX while being much easier to learn and use. Typst has:
This repository contains the Typst compiler and its CLI, which is everything you need to compile Typst documents locally. For the best writing experience, consider signing up to our collaborative online editor for free. It is currently in public beta.
A gentle introduction to Typst is available in our documentation. However, if you want to see the power of Typst encapsulated in one image, here it is:
Let's dissect what's going on:
We use set rules to configure element properties like the size of pages or the numbering of headings. By setting the page height to auto
, it scales to fit the content. Set rules accommodate the most common configurations. If you need full control, you can also use show rules to completely redefine the appearance of an element.
We insert a heading with the = Heading
syntax. One equals sign creates a top level heading, two create a subheading and so on. Typst has more lightweight markup like this, see the syntax reference for a full list.
Mathematical equations are enclosed in dollar signs. By adding extra spaces around the contents of a equation, we can put it into a separate block. Multi-letter identifiers are interpreted as Typst definitions and functions unless put into quotes. This way, we don't need backslashes for things like floor
and sqrt
. And phi.alt
applies the alt
modifier to the phi
to select a particular symbol variant.
Now, we get to some scripting. To input code into a Typst document, we can write a hashtag followed by an expression. We define two variables and a recursive function to compute the n-th fibonacci number. Then, we display the results in a center-aligned table. The table function takes its cells row-by-row. Therefore, we first pass the formulas $F_1$
to $F_10$
and then the computed fibonacci numbers. We apply the spreading operator (..
) to both because they are arrays and we want to pass the arrays' items as individual arguments.
Text version of the code example.
#set page(width: 10cm, height: auto)
#set heading(numbering: "1.")
= Fibonacci sequence
The Fibonacci sequence is defined through the
_recurrence relation_ $F_n = F_(n-1) + F_(n-2)$.
It can also be expressed in closed form:
$ F_n = floor(1 / sqrt(5) phi.alt^n), quad
phi.alt = (1 + sqrt(5)) / 2 $
#let count = 10
#let nums = range(1, count + 1)
#let fib(n) = (
if n <= 2 { 1 }
else { fib(n - 1) + fib(n - 2) }
)
The first #count numbers of the sequence are:
#align(center, table(
columns: count,
..nums.map(n => $F_#n$),
..nums.map(n => str(fib(n))),
))
You can get sources and pre-built binaries for the latest release of Typst from the releases page. This will give you Typst's CLI which converts Typst sources into PDFs.
# Creates `file.pdf` in working directory.
typst file.typ
# Creates PDF file at the desired path.
typst path/to/source.typ path/to/output.pdf
You can also watch source files and automatically recompile on changes. This is faster than compiling from scratch each time because Typst has incremental compilation.
# Watches source files and recompiles on changes.
typst --watch file.typ
If you prefer an integrated IDE-like experience with autocompletion and instant preview, you can also check out the Typst web app, which is currently in public beta.
To build Typst yourself, you need to have the latest stable Rust installed. Then, you can build the CLI with the following command:
cargo build -p typst-cli --release
The optimized binary will be stored in target/release/
.
We would love to see contributions from the community. If you experience bugs, feel free to open an issue or send a PR with a fix. For new features, we would invite you to open an issue first so we can explore the design space together. If you want to contribute and are wondering how everything works, also check out the ARCHITECTURE.md
file. It explains how the compiler works.
All of Typst has been designed with three key goals in mind: Power, simplicity, and performance. We think it's time for a system that matches the power of LaTeX, is easy to learn and use, all while being fast enough to realize instant preview. To achieve these goals, we follow three core design principles:
Simplicity through Consistency: If you know how to do one thing in Typst, you should be able to transfer that knowledge to other things. If there are multiple ways to do the same thing, one of them should be at a different level of abstraction than the other. E.g. it's okay that = Introduction
and #heading[Introduction]
do the same thing because the former is just syntax sugar for the latter.
Power through Composability: There are two ways to make something flexible: Have a knob for everything or have a few knobs that you can combine in many ways. Typst is designed with the second way in mind. We provide systems that you can compose in ways we've never even thought of. TeX is also in the second category, but it's a bit low-level and therefore people use LaTeX instead. But there, we don't really have that much composability. Instead, there's a package for everything (\usepackage{knob}
).
Performance through Incrementality: All Typst language features must accommodate for incremental compilation. Luckily we have comemo
, a system for incremental compilation which does most of the hard work in the background.
Author: typst
Source Code: https://github.com/typst/typst
License: Apache-2.0 license
1604050265
For the last 10+years, Sunny Sky Solar, is a leading international solar power system installer in Brisbane is making the environment eco-friendly with the help of renewable resources of energy. Now, they have announced you to launch a commercial solar power system in Queensland, Australia. They bring a huge range of solar power systems for the big, medium, and small size offices, shops, and other commercial areas.
You can choose between an on-grid solar power system, off-grid solar power system, and **hybrid solar power system **according to your energy need at your workplace. By installing a commercial solar power system in Brisbane you can avail of the benefits of government rebates that gives to the businesses who have installed a solar power system at workplace. You can save lots of money after installing a solar panel system at your office.
A commercial solar power system provides energy security that means it helps businesses in becoming energy independent. It reduces your reliance on the local power grid that didn’t have any solution to sudden power cuts.
Energy consumption is increasing according to the yearly reports of researches and analysis. Businesses are paying more and more money for electricity bills in commercial areas.
As per company representative, they offers wide range of commercial solar power systems that will benefit your pocket and environment too. Their high-quality range includes 5KW solar power system, 6KW or 6.6KW solar power system, 10KW solar power system, 13KW solar power system and so on. You can choose according to the energy requirement at your workplace and then comes the best part. Sunny Sky Solar has professionals on board that helps in not only finding the best solar power system in Brisbane, Queensland but also deals in the top-notch quality solar products that come directly from the best manufacturers.
They didn’t stop here, installing a solar energy system in the commercial area is always risky because there is machinery, people everywhere, and lots of electricity & power is running 24/7. Sunny Sky Solar is known for its safe, secure, and durable solar system installing services. They have installed hundreds of commercial solar power systems in Brisbane with their highly skilled installers, under the supervision of solar experts and engineers.
While talking to Mr. Johana company representative at Sunny Sky Solar said “Solar energy is highly beneficial for the businesses as we are experiencing the increase in electricity rates year by year. In a business, profit and expenses are the two main things that matter. You cannot ignore the heavy electricity bills of your commercial place when we are talking about the income and expenses of businesses. A big part of your income that goes to electricity bills can be reduced with one of the great sources that is solar energy. We bring some superb range of commercial solar power systems in Queensland to reduce the energy cost of the businesses, also it will reduce the carbon footprints of the surrounding environment.”
While answering our questions, she further adds “Solar power system is an expensive but most valuable investment for a business. Whether the business is small or big, energy consumption is always there. By taking care of different size businesses, we made our solar system range very flexible. We have many options that cover small to medium and medium to large size business energy requirements.”
About Sunny Sky Solar
Sunny Sky Solar is a leading international solar power system installer in Brisbane that offers a wide range of commercial and residential solar power systems. They have come so far and built a brand name based on their stunning services and super deals of high-end quality products.
If you are planning to install a commercial or residential solar power system whether you have decided to go for the on-grid solar power system or off-grid solar power system, I suggest Sunny Sky Solar for a safe & secure solar energy installation process. Contact them for a free consultancy from the experts of this field and get your brand new solar power system at an affordable price.
#solar power system #solar power system in brisbane #solar power in brisbane #solar panel system #commercial solar power system #commercial solar power system in brisbane
1606817198
Attending well to the global aim of turning towards sustainable energy and building a greener Earth, Sunny Sky Solar has always been dedicated towards providing the best in Queensland setups and components of solar power system. They have been known for their astounding quality and reasonable offerings of solar panels, solar charge controller, solar batteries, solar inverters and others that comprise of a solar panel system. In addition to quality, they also take pride in their offerings which stand high with a wide variety that would suffice varied needs at reasonable costs while not tampering the quality.
Sunny Sky Solar believes that the goal of a greener Earth through renewable source of energy can be achieved only if the components of solar power system are efficient and of commendable quality to deliver what exactly is expected out of them in terms of energy and cost related benefits. Aligning with this vision that they stand by, they offer a wide variety of solar power systems in Brisbane.
They have again made it to the headlines in the solar power industry by launching a 13.2 KW solar power system in Queensland. With their brand name that stands for quality and innovation, Sunny Sky Solar has grown and served a wide variety of customers ranging from small households to big commercial houses in a very short span of time. With a reputable Goodwill in the market, their new launches are always awaited and keenly assessed by the prospective customers and their competitors regularly.
The new launch of 13.2kW solar system is known to generate over 100 kWh of energy while running at a rate of 75% efficiency. The system comes in several variants off-grid solar system, gird tied solar panel system and hybrid solar power system. These panels add to the finishing and look of the system. The notable point of this launch is that this system will perfectly install on almost all sort of surfaces be they flat or tilted.
This solar power system type is already one of the most popular and preferred ones in Brisbane, owing to the size, efficiency and reasonable return on investment that it provides. They operate at maximum efficiency and are perfect for places like Brisbane, Queensland where it is sunny most part of the year.
This offering is being expected to attract many first time households and businesses to turn solar as the returns are brilliant and the design perfectly adaptable for all surfaces and property types. Made with high in quality components, this 13.2kW solar system in Brisbane comes with high grade solar cells (photovoltaic). These cells are embedded with astounding features like improved sunlight trapping ability, an increased energy conversion rate and better durability.
The Australian consumers, in a survey, came out to be preferring this variant rapidly over others because of the unending benefits that they observe coupled up with this solar system type. It gives better returns and results when compared to others like the 10kw solar power systems.
With such offerings and launches, Sunny Sky Solar has managed to retain its position as on of the best and most trusted solar system providers in the country. It not only ensures that the solar system parts and systems are quality oriented but also takes whole account of their look and efficiency hereby working overall on their offerings.
The growth of Sunny Sky Solar in Queensland is expected to multiply in leaps and bounds with this launch as the popularity of the 13.2kw solar system is on a rise. The market now awaits, it’s next move and growth strategy for the times to come.
**
About Sunny Sky Solar**
Sunny Sky Solar is a leading international solar power installation in Brisbane that offers extensive range of residential solar power system, commercial solar power system and hybrid solar power system. We providing the best solar power system ranging from 5KW Solar Power system to 100KW Solar Power system. Want to know more about Solar power system, then contact us, our solar experts helps you to find the best solar panel system as per your need and requirements.
#solar power system #13.2 kw solar power system #13.2 kw solar power system in queensland #off-grid solar system #13.2kw solar system in brisbane #5kw solar power systems
1624797300
**Abstract. **We present a Reinforcement Learning (RL) based approach to implement Recommender Systems. The results are based on a real-life Wellness app that is able to provide personalized health / activity related content to users in an interactive fashion. Unfortunately, current recommender systems are unable to adapt to continuously evolving features, e.g. user sentiment, and scenarios where the RL reward needs to computed based on multiple and unreliable feedback channels (e.g., sensors, wearables). To overcome this, we propose three constructs: (i) weighted feedback channels, (ii) delayed rewards, and (iii) reward boosting, which we believe are essential for RL to be used in Recommender Systems.
This paper appears in the proceedings of AAI4H — Advances in Artificial Intelligence for Healthcare Workshop, co-located with the 24th European Conference on Artificial Intelligence (ECAI 2020), Sep 2020 (paper pdf) (ppt)
Health / Wellness apps have historically suffered from low adoption rates. Personalized recommendations have the potential of improving adoption, by making increasingly relevant and timely recommendations to users. While recommendation engines (and consequently, the apps based on them) have grown in maturity, they still suffer from the ‘cold start’ problem and the fact that it is basically a push-based mechanism lacking the level of interactivity needed to make such apps appealing to millennials.
We present a Wellness app case-study where we applied a combination of Reinforcement Learning (RL) and Natural Language Processing (NLP) / Chatbots to provide a highly personalized and interactive experience to users. We focus on the interactive aspect of the app, where the app is able to profile and converse with users in real-time, providing relevant content adapted to the current sentiment and past preferences of the user.
The core of such chatbots is an intent recognition Natural Language Understanding (NLU) engine, which is trained with hard-coded examples of question variations. When no intent is matched with a confidence level above 30%, the chatbot returns a fallback answer. The user sentiment is computed based on both the (explicit) user response and (implicit) environmental aspects, e.g. location (home, office, market, …), temperature, lighting, time of the day, weather, other family members present in the vicinity, and so on; to further adapt the chatbot response.
RL refers to a branch of Artificial Intelligence (AI), which is able to achieve complex goals by maximizing a reward function in real-time. The reward function works similar to incentivizing a child with candy and spankings, such that the algorithm is penalized when it takes a wrong decision and rewarded when it takes a right one — this is reinforcement. The reinforcement aspect also allows it to adapt faster to real-time changes in the user sentiment. For a detailed introduction to RL frameworks, the interested reader is referred to [1].
Previous works have explored RL in the context of Recommender Systems [2, 3, 4, 5], and enterprise adoption also seems to be gaining momentum with the recent availability of Cloud APIs (e.g. Azure Personalizer [6, 7]) and Google’s RecSim [8]. However, they still work like a typical Recommender System. Given a user profile and categorized recommendations, the system makes a recommendation based on popularity, interests, demographics, frequency and other features. The main novelty of these systems is that they are able to identify the features (or combination of features) of recommendations getting higher rewards for a specific user; which can then be customized for that user to provide better recommendations [9].
Unfortunately, this is still inefficient for real-life systems which need to adapt to continuously evolving features, e.g. user sentiment, and where the reward needs to computed based on multiple and unreliable feedback channels (e.g., sensors, wearables).
The rest of the paper is organized as follows: Section 2 outlines the problem scenario and formulates it as an RL problem. In Section 3, we propose
three RL constructs needed to overcome the above limitations: (i) weighted feedback channels, (ii) delayed rewards, and (iii) reward boosting, which we believe are essential constructs for RL to be used in Recommender Systems.
‘Delayed Rewards’ in this context is different from the notion of Delayed RL [10], where rewards in the distant future are not considered as valuable as immediate rewards. This is very different from our notion of ‘Delayed Rewards’ where a received reward is only applied after its consistency has been validated by a subsequent action. Section 4 concludes the paper and provides directions for future research.
#recommendation-system #data-science #reinforcement-learning #machine-learning #chatbots #reinforcement learning based recommender systems
1625050825
“Game Based Learning is the future of EdTech and eLearning. Explore its many benefits and examples to unlock its true potential and transform your learning best experience.”
##gbl ##game based learning ##learning ##edtech ##edtech learning ##learning experience
1679631240
Typst is a new markup-based typsetting system that is designed to be as powerful as LaTeX while being much easier to learn and use. Typst has:
This repository contains the Typst compiler and its CLI, which is everything you need to compile Typst documents locally. For the best writing experience, consider signing up to our collaborative online editor for free. It is currently in public beta.
A gentle introduction to Typst is available in our documentation. However, if you want to see the power of Typst encapsulated in one image, here it is:
Let's dissect what's going on:
We use set rules to configure element properties like the size of pages or the numbering of headings. By setting the page height to auto
, it scales to fit the content. Set rules accommodate the most common configurations. If you need full control, you can also use show rules to completely redefine the appearance of an element.
We insert a heading with the = Heading
syntax. One equals sign creates a top level heading, two create a subheading and so on. Typst has more lightweight markup like this, see the syntax reference for a full list.
Mathematical equations are enclosed in dollar signs. By adding extra spaces around the contents of a equation, we can put it into a separate block. Multi-letter identifiers are interpreted as Typst definitions and functions unless put into quotes. This way, we don't need backslashes for things like floor
and sqrt
. And phi.alt
applies the alt
modifier to the phi
to select a particular symbol variant.
Now, we get to some scripting. To input code into a Typst document, we can write a hashtag followed by an expression. We define two variables and a recursive function to compute the n-th fibonacci number. Then, we display the results in a center-aligned table. The table function takes its cells row-by-row. Therefore, we first pass the formulas $F_1$
to $F_10$
and then the computed fibonacci numbers. We apply the spreading operator (..
) to both because they are arrays and we want to pass the arrays' items as individual arguments.
Text version of the code example.
#set page(width: 10cm, height: auto)
#set heading(numbering: "1.")
= Fibonacci sequence
The Fibonacci sequence is defined through the
_recurrence relation_ $F_n = F_(n-1) + F_(n-2)$.
It can also be expressed in closed form:
$ F_n = floor(1 / sqrt(5) phi.alt^n), quad
phi.alt = (1 + sqrt(5)) / 2 $
#let count = 10
#let nums = range(1, count + 1)
#let fib(n) = (
if n <= 2 { 1 }
else { fib(n - 1) + fib(n - 2) }
)
The first #count numbers of the sequence are:
#align(center, table(
columns: count,
..nums.map(n => $F_#n$),
..nums.map(n => str(fib(n))),
))
You can get sources and pre-built binaries for the latest release of Typst from the releases page. This will give you Typst's CLI which converts Typst sources into PDFs.
# Creates `file.pdf` in working directory.
typst file.typ
# Creates PDF file at the desired path.
typst path/to/source.typ path/to/output.pdf
You can also watch source files and automatically recompile on changes. This is faster than compiling from scratch each time because Typst has incremental compilation.
# Watches source files and recompiles on changes.
typst --watch file.typ
If you prefer an integrated IDE-like experience with autocompletion and instant preview, you can also check out the Typst web app, which is currently in public beta.
To build Typst yourself, you need to have the latest stable Rust installed. Then, you can build the CLI with the following command:
cargo build -p typst-cli --release
The optimized binary will be stored in target/release/
.
We would love to see contributions from the community. If you experience bugs, feel free to open an issue or send a PR with a fix. For new features, we would invite you to open an issue first so we can explore the design space together. If you want to contribute and are wondering how everything works, also check out the ARCHITECTURE.md
file. It explains how the compiler works.
All of Typst has been designed with three key goals in mind: Power, simplicity, and performance. We think it's time for a system that matches the power of LaTeX, is easy to learn and use, all while being fast enough to realize instant preview. To achieve these goals, we follow three core design principles:
Simplicity through Consistency: If you know how to do one thing in Typst, you should be able to transfer that knowledge to other things. If there are multiple ways to do the same thing, one of them should be at a different level of abstraction than the other. E.g. it's okay that = Introduction
and #heading[Introduction]
do the same thing because the former is just syntax sugar for the latter.
Power through Composability: There are two ways to make something flexible: Have a knob for everything or have a few knobs that you can combine in many ways. Typst is designed with the second way in mind. We provide systems that you can compose in ways we've never even thought of. TeX is also in the second category, but it's a bit low-level and therefore people use LaTeX instead. But there, we don't really have that much composability. Instead, there's a package for everything (\usepackage{knob}
).
Performance through Incrementality: All Typst language features must accommodate for incremental compilation. Luckily we have comemo
, a system for incremental compilation which does most of the hard work in the background.
Author: typst
Source Code: https://github.com/typst/typst
License: Apache-2.0 license