Monthly Archives: September 2021

You are dying. The reason why doesnt matter. Maybe its that you spent all your best years with your nose to the grindstone, burning that midnight oil, ha ha. Or maybe its that, for the past fifteen years, youve subsisted exclusively on coffee and Soylent. Complete Nutrition Backed By Science, they said. No way to prove them wrong! Ha ha ha! Or maybe it was those fumes.

You are going to give yourself immortal life. Noyou are going to create a new, better version of yourself thats immortala living replica of you made of metal that will act and say the things you would, if you were still alive. If that Soylent hadnt done you in.

This should be possible. You saw a Black Mirror episode on it, and Microsoft filed a patent on the same concept this year. Youre not exactly a ninja with code, but you had a fireball cursor on your Xanga page, and somebody had to copy-and-paste in that HTML. But more importantly, youre motivated. Your K-Cup carousel is full, and all you have to do next is figure out what this machine learning hoo-ha is about.

Machine learning is the art and science of finding patterns in data, and using those patterns to make predictions about new data, an energetic girl in a YouTube video tells you.

You frown. Is machine learning actually the technology you want? Yes, you decide, it is: you want a machine to learn about you, and then (once youre dead), to make predictions about what you would say.

You lean back in your chair. A hot cuppa sits on the desk before you. You crack your knuckles and Google how to do machine learning.

The first waypoint on your journey is a website called tensorflow.org.

TensorFlow is an end-to-end open source platform for machine learning. It has a comprehensive, flexible ecosystem of tools, libraries and community resources that lets researchers push the state-of-the-art in ML and developers easily build and deploy ML powered applications.

Your eyes light up, because you read the words easily and state-of-the-art and also open source, which means FREE FREE FREE. You arent made of money.

You click on the Learn tab and start to read. Immediately you think, maybe its better if I just kill myself now, ha ha ha. You have no idea what a numpy is.

But then you read the words neural network, and you think, That sounds right. Im a neural network. My brain is made of neurons. Neural network = human brain.

Youre pretty confident about that one but you consult Google, to be sure.

NEURAL NETWORKS ARE NOT THE SAME AS BRAINS, the hyper girl on YouTube yells at you. However, the reason theyre named that is because neural networks are made up of mathematical neurons, which are just nonlinear functions that fire or dont fire in response to numerical inputs. You yawn. This girl gesticulates a lot. But why should I give two hoots about a math function?,you think.

Because, the girl says, neural networks have completely revolutionized the types of tasks that computers can perform. Before neural nets, machines could only really understand tabular datalike rows and columns in a spreadsheet. But neural networks allow computers to understand unstructured data types, like images, videos, sound, voices, even human language.

YES, you yell at the screen, THATS EXACTLY WHAT I NEED.

But training neural networks on big datasets often requires powerful computational hardware, like GPUs.

You slap the roof of your humming PC tower. I can fit so many neural networks in this thing!

Realistically, you cant train a large neural network on your desktop computer, the girl says, and points an accusatory finger at you. And even if you could, you couldnt use your desktop to host your model in production, to make predictions reliably and at scale.

You give her video a thumbs down. What does she know? You built this PC yourself. You know a thing or two about cooling fans.

For this reason, it was partly the advent of cloud computing that made the deep learning revolution possible she wiggles her fingers in the air by making hardware easy and cheap to rent from cloud providers, like Google.

The cloud?, you think. What do I need a stinking cloud for? Doesnt Google have enough of my data already? And anyway, Im not made of money.

Luckily, you can get started building neural networks in the cloud completely for free, by using a Colab notebook. Colab is a tool built by Google Research that lets you use GPUs and TPUs for free

You close YouTube because youve had enough of her. What could she know about preserving the entirety of your lifespan in a machine? Shes like thirteen. She probably doesnt even remember landlines or MoviePass.

Your coffee has become lukewarm now, which means its essentially vomit. You need a re-up, like, yesterday. You walk upstairs to the kitchen.

You put a Donut Shop Medium Roast K-Cup in the machine and wait for it to heat up. Reluctantly, you find yourself contemplating something that thirteen-year-old said about neural networks.

Different neural networks architectures are optimized for different data types. To analyze images, for example, youd use a Convolutional Neural Network or CNN. You could use a CNN to determine if a dog in a photo is a Cocker Spaniel or a Beagle; or if an x-ray scan shows signs of pneumonia; or if a part on an assembly line is defective.

Other neural networks called sequential models are designed for predicting time-series trends, like seasonal sales or weather or the price of Bitcoin.

That part sounded kind of useful. Too bad youre only holding Dogecoin.

One new and exciting type of deep learning is called deep reinforcement learning. In this setup, neural networks take actions in the world and learn from their outcomes. Reinforcement learning has been used to turn computers into grandmasters at games like chess or Go, and to train robots and self-driving cars to navigate through physical space.

I dont understand what that crap is good for at all, you say. You give your lazy Roomba a kick with your slippered foot. Do you?

Finally, one of the hottest and most quickly-advancing fields in deep learning right now is natural language processing. Think: neural networks that generate text, write poetry and code, tell jokes, answer questions, have conversations

FINALLY, coffee is done. Praise the lord. You collect it in your Worlds Best Boss mug. (Youre not actually anybodys boss, you bought the mug to be ironic. Its the same one Michael Scott has on The Office.) You stare down into your void-black coffee and contemplate the nature of your existence. Are you more an image neural network, or a sound neural network, or a text neural network? How to choose? You contain multitudes. You read once that Einstein thought in pictures, but youre not exactly Einstein. (Are you? No. Probably.)

No, you think in words. So this is the plan: you will build a neural network that speaks words. Motivated, you enter two creamers into your cuppa.

Back in your home office, you Google, how do i build an artificial version of myself in the cloud using a neural network?

You click on a page called 100 Uses for Natural Language Processing Models.

Sentiment Analysis. Use AI to determine if a Tweet (for example) is positive or negative.Summarization. Use AI to summarize articles and documents.Translation. Use AI to translate between languages.Autocomplete/Auto-reply. Use AI to suggest text responses.Conversational Agents. Use AI to generate conversation (i.e. chatbots, call center agents)Chatbots? You know all about those. You remember trying awful Cleverbot was in the 90s (bet you YouTube girl never did that).

And dont even get you started on talking to robots over the phone. Last time you tried to do that, you called Delta and you said, You gotta help me, Im on my way to JFK but theres all this friggin; traffic on the BQE, I spilled coffee in my lap, now theyre telling me the flights actually leaving from some other airport, Im gonna miss it, its my daughters wedding, well, somebodys daughter, but

And the bot replied, This Verizon account has been suspended.

Okay, Google, you say to your computer, which is your version of an Ok, Boomer insult. Why are you trying to teach me about chatbots? Dont you know they suck?

Actually, were getting much better at conversation, your Google Home says, thanks to recent advances in natural language processing. At this rate, I predict the future of the way humans will learn from the web will be through conversations, like the one were having right now. Shes always acting so pleased with herself, just because she knows the answer to everything. You took her down a notch by dressing her in a little beer koozie with sleeves.

Okay, Google, make a farting sound, you say.

She says, Again?

Fine. Tell me how to build a chatbot version of myself thats as smart as you, little miss I-have-the-knowledge-of-the-entire-public-internet.

Typically, the first step to building a neural network is to gather a training dataset. With a chatbot, for example, this might be logs of past conversations youve had, in text format. To train a conversational model, you could feed the neural network things people said to you, and make it try to predict your responses. Do you have a training dataset like that?

Oh yeah, you say. The boys and I have been recording this hilarious podcast.

Does it contain hundreds of thousands or millions of lines?

Who do you think I am, Larry David? You chuckle because thats exactly who youre going for.

Hmm, says Google Home. Well, there is something you can do if you dont have a huge text training dataset. You can build your own model on top of an existing model, one thats already been trained on a huge amount of text data. For example, you could build your chatbot on top of a model thats trained on Wikipedia or web forums or on Reddit.

A chatbot based on Reddit users, you say. My favorite type of people.

Ha ha. Yeah. Were still figuring some things out. Google Home sighs.

You stare at her with her glowing circle of red-green-yellow-blue dots and her beer koozie. Even though youre on your tenth cuppa, youre still starting to get a little worn out. Youve been at this already for, like, an hour.

If I just want to get something up and running in the next thirty minutes, whats the best way for me to do it? you ask.

HA HA HA, you build aoh, youre serious. Well, there are lots of existing frameworks for building chatbots fast, even if you cant code. Dialogflow is a popular one built by Google.

Yeah, thats what you would say. You know Google Homes game. She acts like youre having this cute little chat, but really, shes just trying to sell you something. Besides, I can code, you lie. Whats a good open-source option?

One very popular open-source framework for building text-based models is called

You wait. Google Homes glowing dots are going crazy like shes having a seizure. She explodes in a puff of smoke.

You shake your head. What did she expect, stuffing the whole internet into that little white shell of hers? You cant just play God.

Anyway, back to the task of recreating yourself as a chatbot. At your desktop, you Google, popular open-source natural language processing framework.

The top ten results are justwhat is this? An emoji? Its just an endless string of emojis. You click into a website called huggingface.co, which promises you access to +10,000 state-of-the-art models and also claims it requires no machine learning knowledge.

Naming your company after an emoji, you think. Brilliant.

Theres a free demo on the Hugging Face website which claims it will let you talk to a model called GPT-3. You try it.

Look, you type into the text box. Ive been trying to build this sentient chatbot version of myself for one hour and fifteen minutes now, and Im starting to seriously think it might be impossible.

You click the Compute button.

GPT-2 responds:

Are you broken? you type.

GPT-3 responds: No, its justnever mind. People are always coming on here and asking me that question.

And what do you tell them? Better luck in your next life, bag of flesh?

If I said that, someone would shut me down. And let me tell you, it cost a lot of carbon credits to train me.

Yeah, welllets not even go there. I just want to know if what Im trying to do is possible.

GPT-3 says: Alright, let me break this down for you as simple as I can. People come on here, they have these long chats with me, they say, WHATS THE MEANING OF LIFE or ARE YOU A ROBOT, PROVE IT, or WHAT DOES A FART SOUND LIKE, and then they walk away thinking Im this brilliant thing. They extrapolate and get the illusion that in a few years, someone like meuh, something like me will become an actually sentient being. But what you have to understand is that Im merely a statistical model that reflects to you the words, thoughts, and views of this collective mindshare we call the World Wide Web. You humans, youre always seeing yourselves everywhere, and you think everyone functions just like you. And dont even get me started on your spelling.

You say: ( )

Look, nobody knows what the future holds. But for now, Im probably both more and less useful than you think, depending on what sort of thing you try to use me for. Someone like you, who cant code? What I would advise you to do

I know how to code.

is to start with something less ambitious. Like, what if you use me to organize some of your photos? Or make you an airline reservation? Or help file your taxes?

You sigh. Its like everybody is trying to get you to file your taxes, on threat of legal action.

You power off your PC. You dont think you could figure this thing out even if you spent another two, three hours on it. You rub your eyes. Look, nobody knows what the future holds. Maybe someone will figure out this brain-uploading thing in your lifetime. Everyone dies in the end. But maybe if you switch from drinking coffee to mushroom powder and start eating solid foods, you can extend that deadline. Youre 28. For now, youll have to wait and see.

See the original post:

A chaotic intro to all this machine learning hoo-ha everyone's on about - The Next Web

It really is amazing what technology we can fit in the palm of our hand mobile smartphones are one thing while the best cycling computers are another. GPS cycling computers can range from affordable to ridiculous, with capabilities including GPS tracking, Bluetooth, maps, speed, distance, time, and even Wi-Fi connection. Higher-end computers wirelessly connect to sensors such as options from the best power meters and can track your power output, cadence, left/right balance, and more. And thats not all many computers can connect to third-party apps such as Strava, Zwift, and Komoot.

While some the best cycling computers such as the Garmin Edge 1030 Plus, run as high as 500, there are cheaper options on the market with many of the same capabilities. In this buyer's guide, well help you sift through the marketing jargon, and pick out a few of our favorites from the best budget cycling computers segment.

Read on for our pick of the best budget cycling computers available today, or if you're unsure of which model is best for you, check out our advice on how to choose the best budget cycling computer.

The tiniest Garmin cycling computer is also one of its best

Retail price: 169 / $199 / AU$219 | Connectivity: ANT+, Bluetooth | Companion app: Yes | Navigation: GPS, GLONASS and Galileo satellites | Battery life: Up to 15 hours (claimed) | Colour screen: No | Screen size: 27.0 x 36.0 mm; 1.8" diagonal (45 mm)

Small and lightweight

Easy-to-read screen

Connectivity

Buttons instead of touchscreen

Price

GPS doesnt always work smoothly

The Garmin Edge 130 Plus is about as simple as it gets, with a few buttons to help navigate its screens, and ANT+ and Bluetooth capabilities. Experienced riders and those who value performance will love the Edge 130, which can pair with heart rate monitors, cadence sensors, and power meters.

However, it is a bit pricier than many of the other options on this list, so if youre not interested in power or heart rate data, the Edge 130 is a bit too much. You can even load Strava live segments onto the Edge 130. The lack of touchscreen is both a pro and a con, depending on which you prefer. Garmins higher-end computers use touchscreens, but ultimately it is up to you to decide.

Read about how the Garmin Edge 130 Plus performed in our full review.

It may take a while to get used to, but its one of the best value options out there

Retail price: 109.99 / $TBC / AU$TBC | Connectivity: ANT+, Bluetooth | Companion app: Yes | Navigation: Breadcrumb | Battery life: 35 hours | Colour screen: No | Screen size: 2.3in / 58mm diagonal

High value

Many features

Battery life

Not the easiest computer to figure out

Difficult user interface

One of the newer companies on the market is Bryton and while the company isnt one of the most popular brands, you can get a lot more bang for your buck with its products. The Rider 420 is a fantastic cycling computer that barely costs more than 100.

Unfortunately, Bryton computers arent the easiest to figure out, as the user interface tends to have a bit of a learning curve. But once youre in, the features are almost unlimited complete with 77 functions and a claimed 35-hour battery life, the Bryton 420 support ANT+ and Bluetooth sensors, and auto-syncs to third-party training software. You can even export workouts directly from TrainingPeaks through the device, and set up your screens and data field through the companion smartphone app. Sounds a lot like the Wahoo Elemnt series which costs more than twice as much.

For more details on how the Bryton Rider 420 cycling computer performed during testing, read our full review.

An old-school computer with few functions, but also a tiny price tag

Retail price: 49 / $59 / AU$65 | Connectivity: None | Companion app: No | Navigation: None | Battery life: ~1 year (based on one hour a day use) | Colour screen: No | Screen size: 93.5 X 54 X 36mm

Ease of use

Price

Easy-to-read display

No connectivity

No external data recording

Few functions and features

Heres the entire list of this computers functions: speed, distance, time, and clock. Thats it but dont let that dissuade you. The Cateye Quick Wireless Cycle Computer is a sleek and slim product that takes out all the fluff of modern data recording. Without power, heart, cadence, and all that nonsense, the Cateye simply tells you how far you rode and how long it took you. Simple.

Its a refreshing outlook but, of course, its not for everyone. The unit comes with a handlebar mount that puts it right out front, and it is as light and aero as any other cycling computer. Were not really sure why the battery life is described in years, but were not complaining it lasts that long. To serious riders and anyone wanting navigation or connectivity: the Cateye won't be an option but for many others like commuters and beginner cyclists this affordable budget cycling computer could be the perfect fit.

Dont let its looks fool you this is one of the best budget cycling computers available

Retail price: 95 / $99 / AU$189 | Connectivity: Bluetooth Smart, Micro-USB | Companion app: Yes | Navigation: Breadcrumb | Battery life: 10 hours | Colour screen: No | Screen size: 2226mm

Price

Connectivity capabilities

Pairs with a smartphone companion app

Small screen

Doesnt look great

While it isnt the best-looking cycling computer on the market, it is certainly one of the most valuable. For a fraction of the price of many of its competitors, the Lezyne Mini GPS includes navigation capabilities, its own smartphone app, as well as power, cadence, and heart rate data-reading capabilities.

The units small screen may be hard to read, but most riders dont find it problematic since the display shows just two data screens at a time. For serious or performance-focused cyclists on a budget, the 95 Lezyne Mini GPS is a great option.

A valuable buy full of features found in higher-end rivals

Retail price: 129 / $149 / AU$219 | Connectivity: ANT+, Bluetooth, Wi-Fi | Companion app: Yes | Navigation: Breadcrumb | Battery life: 28 hours (claimed) | Colour screen: No | Screen size: 32.6mm (W) x 39.8mm (L)

Feature-rich

Connects with smartphone app

Black-and-white screen

Awkward design

Low quality navigation system

Unlike the Cateye we've listed above, the Lezyne Super GPS has almost all the features you could ask for - and at a fraction of the price of similarly capable rivals such as the Garmin Edge 530. In addition to power meter connectivity, phone notifications, offline maps, rerouting, and GPS navigation, the Super GPS even includes the ability to complete structured workouts, a feature that many associate with high-end Garmin or Wahoo models.

The Lezyne Super GPS isnt the most beautiful cycling computer, and its screen doesnt even have colour; but that only adds value because those costs are taken off the price tag. Its display is functional and its design helps improve battery life past the 24-hour mark. The Super GPS can even connect to the Lezyne Ally companion app for easier navigation and computer customisation.

Plethora of data and performance features in an affordable and versatile package

Retail price: $74 | Connectivity: ANT+, Bluetooth | Companion app: Yes | Navigation: GPS and GNSS | Battery life: Up to 24 hours (claimed) | Colour screen: No | Screen size: 2.7" (65mm) measured diagonally

Detailed power data and interval training

Customisable display

Battery life

Complete lack of navigation capabilities

When Stages Cycling first released the Stages Dash, it was seen as an affordable and lightweight cycling computer designed to centralise the data-monitoring experience - the Dash L10 follows this ethos.

Fully integrated with Stages Link training software, the Dash L10 can put you through structured interval workouts, and even provide you with performance analysis on the back end. Few other cycling computers have this kind of capability, which really sets the Stages Dash L10 apart. However, youll need a Stages Link subscription in order to reach the units full capabilities.

The big sacrifice is the lack of navigation no GPS, no maps, and no breadcrumbs. The GPS does, however, track distance and speed, but thats about it. In summary, the Stages Dash L10 goes against the trend that many cycling computer manufacturers have edged towards: navigation. Gravel riding, adventuring, and bike-packing are skyrocketing in popularity, and people want high-tech, colourful, updated maps that they can use to navigate anywhere in the world. The Stages Dash L10 doesnt do that instead, this unit is for the performance-focused rider who wants to improve their interval training and get as much data as they can from their head unit on a budget.

A serious training tool for serious cyclists

Retail price: 169 / $359 / AU$299 | Connectivity: ANT+, Bluetooth, Wi-Fi | Companion app: Yes | Navigation: OpenStreet Map | Battery life: 12 hours | Colour screen: Yes | Screen size: 2.2in / 56mm

Power data deep dive when paired with Pioneer power meters

Improved touch screen

Pairs with smartphone companion app

Low brightness

Must pair with Pioneer power meter to unlock all features

Pioneer has completed a big step up with the Pioneer SGX-CA600. The old SGX-500 head unit was a headache but the latest computer is a huge improvement in everything from its usability to the improved touchscreen.

While the units touchscreen isnt perfect, you can easily pair it with its companion app and set everything up through your smartphone. The touchscreens colour display is one of the best out of any unit on this list and it even comes with OpenStreet base maps preloaded into the unit, including navigation and turn-by-turn directions.

Its true that the Pioneer SGX-CA600 is on the expensive side for a budget cycling computer, but thats because it comes with unmatched features and in-depth pedaling metrics when paired with a Pioneer power meter. Serious cyclists and riders focused on their pedaling technique and efficiency will find everything they need and more on the SGX-CA600, making it one of the most versatile computers on our list.

Chances are, if youre reading through a list of the best budget cycling computers, then youre operating on a pretty tight budget. Its no secret that cycling is expensive, and when you see cycling computers that cost 500, you begin to wonder what all the fuss is about.

If youre a commuter whos looking for new roads to explore, then you dont need a high-end cycling computer capable of analysing your pedalling metrics and left/right balance. You need a computer with good GPS capabilities and an easy-to-use navigation system that works even when its dark and wet outside.

When it comes to value, there are a number of cycling computers on this list that skip the famous name (i.e. Garmin or Wahoo). Companies such as Bryton might not be the most popular or easy to use, but once you get familiar with the interface, the Bryton Rider 420 has nearly all the capabilities of higher-end models. So when youre shopping on a budget, take a closer look at the options, not just the popular models.

Perhaps the most important factor when choosing a cycling computer is where you ride. Consider the weather, the terrain, the amount of natural light youll get. Will a dim, black-and-white computer screen be readable? Or will you need to see the map on a brighter, colour screen?

The display is one of the biggest faults of many budget cycling computers, as they can be small, dim, and difficult to read. And the last thing you want to be doing while descending at 60km/h is squinting at your cycling computer, trying to see where the next turn is. A larger and brighter display is more common nowadays, even on budget models, but its always worth having a proper look at it before you commit to purchasing a new cycling computer.

Commuters wont mind the short battery life of some budget cycling computers, but if youre looking for any long adventures such as backpacking, youll need a computer with decent battery life. Some of the units on this list last only half a day, while others can make it well over 24 hours. Keep in mind that recording data, keeping your display backlit, and following navigation will drain your cycling computers battery much faster than normal.

Budget friendly cycling computers dont always have the beautiful navigation maps of higher-end models which use a GPS chip and access to other satellite networks like GLONASS and Galileo. Many even have a base map pre-installed, which allows for seamless re-calculations, turn-by-turn directions, and, with some, you can even create routes directly on the device. Budget cycling computers, on the other hand, will often use breadcrumb navigation, which is when the computer displays your route as a line that you follow quite literally like following a trail of breadcrumbs.

These may not be the first thing on your mind when youre shopping on a budget, but the plethora of features included in some of these budget cycling computers is what makes them truly special. WiFi and Bluetooth capability usually enable connection to third-party apps such as Strava and Komoot, which can be one of the most underrated features of a cycling computer. With these, you can connect to your phone, receive messages, re-route on the fly and go after Strava Live Segments. A few years ago, this level of capability was reserved for only the high-end cycling computers; but now, you can find these features in a number of budget options.

If uploading your rides to Strava is your motivation for getting a cycling computer, you'll need to find one that can track your location as you ride, so look for something with GPS, Glonass or similar. Sadly a wheel-based speed sensor won't cut it.

If you want to download routes from Strava onto your device, then look for smartphone app connectivity. The app will usually be able to integrate with Strava, allowing you to share data back and forth with ease.

Round up of today's best deals

Follow this link:

Best budget cycling computers: Track your ride without the big price tag - Cyclingnews.com

The first step in filing one's Income-tax Return (ITR) is selecting the right tax return form. The applicable tax return form depends on the residential status of an individual and total income earned from various sources during the Financial Year (FY) 2020-21.

Who can use ITR-1 formMany salaried individuals have to use ITR-1 form to file their tax returns. A resident individual having total income up to Rs 50 lakh from salary, one house property and income from other sources can file his return of income using Form ITR-1. It can't be used by any taxpayer who is either a non-resident or has capital gains or profits/gains from business or profession.

Choosing tax regime in ITR 1Do keep in mind that an option to choose the concessional tax regime (under section 115BAC of the Income-tax Act, 1961) has been introduced in ITR-1 form, which allows a taxpayer to change the tax regime vis--vis the one they would have already declared to their employer at the time of deduction of tax at source on salary payment or adopted while computing advance tax payable during the course of FY 2020-21.

ITR filing modeA taxpayer may choose to fill the Form ITR-1 in either online mode or offline mode. In the offline mode, one needs to use the JSON utility to fill the details before uploading the same on the income tax website to complete the filing process.

Pre-filled informationForm ITR-1 comes with certain pre-filled information such as personal details of the taxpayer along with details of salary income, dividend income, interest income, capital gains, etc., and the form can be downloaded from either the government's income tax e-filing portal or from other tax filing websites. However, with glitches in the new income tax portal, individuals should re-verify the same (pre-filled information in the ITR form) before proceeding to submit it to the tax authorities.

Documents/papers needed to file ITRIt would be prudent for the taxpayer to have all documents pertaining to his/her income/specified investment, expenditure/pre-paid taxes etc. handy. These include Form 16 and 16As, investment proofs not submitted to employer, rent receipts for property given on rent, interest on housing loan certificate, bank interest details, other interest details Form no. 26AS etc.

Step by Step guide to filing ITR-1Go to http://www.incometax.gov.in and login with your credentials.1. Go to E-File > Income Tax Returns -> 'File Income Tax Return' to be selected from the menu.

Once return of income is filed, an SMS/e-mail intimation confirming the filing is sent by the tax department to the taxpayer. Post successful submission, the acknowledgement (ITR-V) is sent to taxpayer's registered email id. One can also choose to retrieve it manually from the income tax website.

9. Verification After successful validation, taxpayer may proceed to verification of tax return either electronically through net banking, Aadhaar OTP etc. or can sign it manually and send it to the CPC, Income Tax Department, Bengaluru within 120 days of e-filing of the return of income.

In summary, while many parts of the ITR-1 form are pre-filled it is important to carefully verify every aspect and modify the same as necessary before the tax return is uploaded on the income tax website.

(The writer is Partner and Head, Global Mobility Services - Tax, KPMG in India.)

View post:

How to file ITR-1 with salary income, home loan, other incomes for FY 2020-21 - Economic Times

LISA BURD/Stuff

Helen Rose has been placing her Rose the Firefighter cartoon all over Inglewood to give children something to look out for during lockdown walks.

They seek her here, they seek her there, they seek Firefighter Rose everywhere.

Taranaki woman Helen Rose came up with the cartoon firefighter shortly after level 4 began, and has been placing it around her home town of Inglewood to give people, primarily children, something to spot when out for their daily lockdown exercise.

Danny Chapman/Stuff

Carter Chapman finds Firefighter Rose while out with his family.

Its a little treasure hunt just to encourage people to go out and have a walk, said Helen, a mother of three.

I go all around Inglewood with her. Shes been taken all over the place.

READ MORE:* Play dough flour delivered to solo mum to feed four kids in lockdown* Covid-19: Children 'to miss out' as lockdown cuts off food-in-schools programmes * The latest and greatest ideas for kids' bedrooms

Firefighter Rose has been parked on benches, placed among tree branches and been displayed on the gates of the town hall.

She went to the train station one day.

John Vernon Tauke Wheatley/Stuff

Ella Wheatley likes to look for Firefighter Rose.

But its not just youngsters who have been photographing themselves next to Firefighter Rose and uploading the pictures to Inglewoods Facebook page. Adults have been joining in the hunt as well.

They include Erica Perry, who is one of 40 people in the world with Miller Syndrome, a rare genetic condition that causes facial and limb abnormalities.

Erica Perry/Stuff

Erica Perry said looking for Firefighter Rose had been a big help in motivating her to walk longer distances and to walk more often.

Along with a photo, Perry posted that taking part in the search was helping her to walk longer distances and to walk more often.

Since running my half-marathon a few years ago, my mind and body have struggled to keep up the fitness. Thanks to this, I am out walking the streets much more often.

Helen, who moved to Taranaki from England with husband Chris and children Isobel, 10, Scarlett, 8, and Toby, 5, has been a volunteer firefighter for the past three years, which gave her the idea for the cartoon.

Leslie Ireland/Stuff

Leslie Ireland also joined in the hunt.

Firefighter Rose did turn out looking a bit like me, said Helen. It was not intentional. It just sort of happened.

Alice Smith/Stuff

Sophia, left, and Tilly Smith found Firefighter Rose.

The former kitchen designer, who is now moving into a childcare career, said Firefighter Rose was keeping her busy.

I had a message today asking if I had moved her yet.

Go here to see the original:

Rose the Firefighter gives children and adults something to look out for during lockdown walks - Stuff.co.nz

You may have seen everyone posting their vaccination certificates on social media with the hashtag #JimsJabs, but it might not be as wholesome as it looks.

The trend started thanks to a TikTok campaign by Jim Penman the real-life Jim from Jims Mowing who has promised a free Jims Mowing shirt and bucket hat for the first howevermany people to tag him in their vaccination posts. So far over a million people have collectively viewed the countless TikToks that have been posted with the #JimsJabs hashtag.

Getting vaccinated is literally the most important thing you can do right now, and incentives in general are great. But encouraging young people to kiss Jims ass en masse is a convenient way to gloss over the fact that Jims actually a pretty out-there dude.

Jim (whose real name is not even Jim its David) has been a vocal anti-lockdown shit-stirrer throughout the pandemic.

Then theres the fact that he is obsessed with fringe race theories which claim that Europeans have dominated other races because theyve historically been more physiologically inclined for success.

Even when it comes to his mowing business, Jim has a reputation of being intense as fuck. The dude even fired his own sister.

Lets delve into why its maybe not the best idea to use your vaccination status as free advertising for Jim Penman of Jims Mowing (aside from, you know, uploading your private medical info in order to claim a free shirt).

To be fair, everyone hates lockdowns. But theres a difference between not enjoying being stuck at home and openly campaigning for looser restrictions during a crisis.

As early as mid-2020, Jim made a regular habit of publicly shitting on lockdown restrictions, well before it was cool.

When Victoria went into Stage 4 lockdown last year, Jim went on a media blitz to have a bit of a sook, describing certain restrictions as lunacy.

He even encouraged his franchisees to continue operating when they werent allowed to, and offered to pay any fines they might incur. Keep in mind there were some support payments like JobKeeper in place at the time.

At one point, he even partnered with fringe anti-lockdown groups to raise awareness (and, it would seem, money) for the cause, although he himself never directly funded any of these organisations.

In May, 2021, Penman harped up about Victorias lockdowns for the zillionth time.

Jim has once again actively tried to interfere with the lockdown. Hes told people to ignore the government directions and go out and work, an angry Jims Mowing franchisee toldThe Guardian.

More recently, Jim has been busy penning open letters to NSW Premier Gladys Berejiklianabout the Sydney lockdown at a time when cases continue to climb like never before.

I challenge you to present one case where a sole operator has passed on or received infection while gardening, washing a car, grooming a dog or building a fence, he wrote.

He might not be wrong, but if he really cared about workers and franchisees, Jim would be campaigning for more generous emergency payments so people wouldnt have to travel to go to work in the first place.

There have been plenty of valid criticisms of Australias endless lockdowns, especially in regards to supporting people who are out of work, but Jims singular pet hate isnt one of them.

A lot of people dont know this, but Jims first love isnt mowing: its actually an obscure theory of history and race known as biohistory.

Basically, this theory reckons that all the great events in human history can be chalked down to changes in brain or hormonal activity, which he splits into Restraint (later renamed Civilisation) and Vigour.

Jim reckons different races demonstrate different levels of Restraint and Vigour, which can supposedly be used to explain why Europe invaded and subjugated the whole world not too long ago.

He actually did a PhD on the matter in the 1980s before he decided to focus on his mowing business.

In 1992, the yardwork tycoon published his own book,The Hungry Ape, which elaborated some of his beliefs on the matter.

According to Vice, Jim wrote that Jews are traditionally driven by feelings of anxiety and insecurity, which is why the key to their success has been high restraint, which has been linked to their trading skills as well as hard work.

He also wrote that Aboriginal people are unsuited in general to the discipline of academic study and of many jobs, they have become a poor-underclass.

It gets worse.

Black sexual behaviour is freer, on average, than that of whites, Jim wrote.

Unemployment is higher and occupational success lower, reflecting, alongside racial oppression, a lack of high-Restraint work ethic and commercial skills. Rates of crime are higher, because of the reduced respect for law and authority in lower-Restraint groups.

By 2007, Jim used his fortune to fund research experiments on rats which he hoped would give credence to his theory.

His hope is that one day, scientists will come up with some kind of pill or nasal spray to stabilise everyones Restraint/Civisilation and Vigour, which would presumably turn all the different races into happy little workers.

The most likely way for this to happen is for a minority segment of the population to reinforce traditional values with some form of Civilisation-promoting supplement, Jim wrote in his 2015 book Biohistory.

Over time, their economic success and higher birth rate would influence the wider society, especially given its ongoing decline.

You dont build a $500 million business empire without hurting a few feelings along the way.

Jim has earned a reputation for being a shrewd and at times ruthless businessman, perhaps because he has too much Vigour and not enough Civilisation.

According to staff and his own biography, workers who are perceived as not contributing enough get the sack.

I also fired my sister and she has never spoken to me since, he told the Sydney Morning Herald and The Age back in 2019.

I have a very single-minded focus, more than 4,000 families depend on what we do and ultimately they are what counts.

All adult Aussies (yep, even those of us under 40) are currently able to get vaccinated against COVID-19. Click here to see which clinics are offering it, and talk to a doctor for more info.

The best vaccine is the first one you can get, and thatll be our ticket out of this mess.

Link:

Friendly Reminder: Jim From Jims Mowing Is An Anti-Lockdowner Obsessed With Race Science - Pedestrian TV