For the initial launch, we will have a lot of self-imposed constraints to allow us to focus on the meat of the business experiment, which is “can we get it to work economically?” i.e. are we able to get experts to share their data and for customers to use the created model to solve their use case while making sure we provide experts with financial incentive and for the AI-company to be profitable (check below, Simple Business Model).
Assumptions
“Before you help someone, you should find out why that person is in trouble. You shouldn't merely assume that he or she is a noble victim of unjust circumstances and exploitation. It's the most unlikely explanation, not the most probable. In my experience —clinical and otherwise— it's just never been that simple. Besides, if you buy the story that everything terrible just happened on its own, with no personal responsibility on the part of the victim, you deny that person all agency in the past (and, by implication, in the present and future, as well). In this manner, you strip him or her of all power.”
“Success: that's the mystery. Virtue: that's what's inexplicable. To fail, you merely have to cultivate a few bad habits. You just have to bide your time. And once someone has spent enough time cultivating bad habits and biding their time, they are much diminished. Much of what they could have been has dissipated, and much of the less that they have become is now real.”
“Maybe I should at least wait, to help you, until it's clear that you want to be helped. Carl Rogers, the famous humanistic psychologist, believed it was impossible to start a therapeutic relationship if the person seeking help did not want to improve.”
“Thus, I continue helping you, and console myself with my pointless martyrdom. Maybe I can then conclude, about myself, "Someone that self-sacrificing, that willing to help someone -that has to be a good person." Not so. It might be just a person trying to look good pretending to solve what appears to be a difficult problem instead of actually being good and addressing something real.
Maybe instead of continuing our friendship I should just go off somewhere, get my act together, and lead by example.
And none of this is a justification for abandoning those in real need to pursue your narrow, blind ambition, in case it has to be said.”
“Here's something to consider: If you have a friend whose friendship you wouldn't recommend to your sister, or your father, or your son, why would you have such a friend for yourself? You might say: our of loyalty. Well, loyalty is not identical to stupidity. Loyalty must be negotiated, fairly and honestly. Friendship is a reciprocal arrangement. You are not morally obliged to support someone who is making the word a worse place. Quite the opposite.”
“It is for this reason that every good example is a fateful challenge, and every hero, a judge. Michelangelo's great perfect marble David cries out to its observer: "You could be more than you are." When you dare aspire upward, you reveal the inadequacy of the present and the promise of the future. Then you disturb others, in the depths of their souls, where they understand that their cynicism and immobility are unjustifiable. You play Abel to their Cain. You remind them that they ceased caring not because of life's horrors, which are undeniable, but because they do not want to lift the world up on to their shoulders, where it belongs.”
“Does that mean that what we see is dependent on our religious beliefs? Yes! And what we don't see, as well! You might object, «But I'm an atheist." No, you're not (and if you want to understand this, you could read Dostoevsky's Crime and Punishment, perhaps the greatest novel ever written, in which the main character, Raskolnikov, decides to take his atheism with true seriousness, commits what he has rationalized as a benevolent murder, and pays the price). You're simply not an atheist in your actions, and it is your actions that most accurately reflect your deepest beliefs--those that are implicit, embedded in your being, underneath your conscious apprehensions and articulable attitudes and surface-level self-knowledge. You can only find out what you actually believe (rather than what you think you believe) by watching how you act. You simply don't know what you believe, before that. You are too complex to understand yourself.”
“Pay attention. Focus on your surroundings, physical and psychological. Notice something that bothers you, that concerns you, that will not let you be, which you could fix, that you would fix.”
“Here's a fifth and final and most general principle. Parents have a duty to act as proxies for the real world —merciful proxies, caring proxies— but proxies, nonetheless. This obligation supersedes any responsibility to ensure happiness, foster creativity, or boost self-esteem. It is the primary duty of parents to make their children socially desirable. That will provide the child with opportunity, self-regard, and security. It's more important even than fostering individual identity. That Holy Grail can only be pursued, in any case, after a high degree of social sophistication has been established.”
“The moment one definitely commits oneself, then providence moves too. All sorts of things occur to help one that would never otherwise have occurred… Unforeseen incidents, meetings, and material assistance, which no man could have dreamed would have come his way." J.W. Goethe
]]>Other keywords: phone-dependence / phone addiction / interruption addiction
Figured out that most of the below and more are amazingly articulated in Center for Humane Technology's "Take Control" article.
Following from 1 & 2, we need to plant 1 trillion trees to offset global CO2 emissions from fossil fuels.
This doesn’t mean that we stop the other initiatives, it just means that with a simple (not easy) solution such as planting mini forests, we can offset our CO2 emissions and reap additional benefits.
The picture below is from Afforestt, a company following the Miyawaki Technique for planting dense mini forests. More than 3,000 forests have been created globally so far. One of the main benefits of this technique is that after 3 years the forests become self-sustainable and require no maintenance. [4]
Turns out that there is already a Trillion Tree Campaign. Worth checking out.
References
]]>Put your phone on airplane mode.
Shut it down.
Put in in your wardrobe.
Leave it there for 7 days.
(the first 2 days will be hard)
(for cases of emergencies, however you define them, make sure you are still reachable somehow. Ex: email or landline or neighbors, etc.)
What’s in it for you? There is only one way to know the answer.
]]>Read all this list before you start applying, especially Patrick McKenzie's article (linked in the salary negotiation section).
Don't apply directly, get referred instead. Genuinely reach out to people on LinkedIn. Attend conferences or meetups or host ones if you don't find meetups locally.
Pro Tip: watch mockup interviews on Youtube (I personally like this channel), but also try to do mockup interviews with others (either friends or other software engineers whom you might pay for their time).
I am not an expert :), but I highly recommend going through the following 2 articles:
This will be a live document, which I will keep adding to as I learn.
Open a bank account with a well known "physical" bank (ex: HSBC, Barclays, etc.) as well as a digital bank (Ex: Monzo, Revolut, etc.). The idea is to have your income deposited in the physical bank along with rent and utilities payments whereas the digital bank is to be used for your day-to-day payments. This setup has a couple of benefits:
Get into the habit of investing a portion of your monthly income, be it in stocks or other instruments. These small monthly investments will compound over the long run.
It is easy to get caught up in the day-to-day routine and to forget to recharge. In my case, this led several times to mild depressive episodes. Remember that the UK offers easy access (hop on a train and you are good to go) to the countryside and seaside.
For the most part in the UK, I got used to run alone, which helps in clearing my mind and to listen to my own thoughts patterns. However, very recently, I came to realize that the UK is full of sport clubs (running, cycling, etc.) and it helps, from time to time, to practice in a group. It is also a great way to connect with others who share similar sport habits/passions.
]]>I hope you got a good overview of what an ML pipeline is, why build one and a few points to keep in mind depending on the stage your company or team is in.
Let’s get the logistics out of the way:
You can safely skip this section if you are here for the meat 😅
In Jan 2019, a year before I actually applied to the visa, I took a step back to think about where I want to live and what I want to do moving forward. At that point in time, I have been in the UK for 1.5 years. I have just moved to London a few months earlier to work for Amazon Alexa as a software engineer whereas previously I was working for Amazon Dynamic Advertising in Edinburgh, Scotland.
Back then I reached the conclusion that I want to work independently to answer a few questions in my mind, gain more freedom, which I really missed by working as employee and just to explore. Equally important, I needed to maximize my ability to travel back and forth between wherever I am living and Cairo to see my family. The issue was that being on a Tier 2 as well as working for Amazon constrain me from registering a business or working as self-employed or travel as I please.
I started exploring the potential of moving to different countries and cities that would allow me to work independently, but that’s not the topic of this essay. Eventually, I reached the conclusion that the UK/London was probably the best country/city, which fits my personal living preferences (warm weather, travel time to Cairo, opportunities, liveliness, among other criteria) as well as the ability to work independently if I switch to another visa.
In the beginning, I quickly discarded the Tier 1 Exceptional visa because the official requirements on the UK gov. website made me realize that I needed to be, ahem, “exceptional”, which I didn’t think I am at the time (or now to be honest 😅). Unique, yes, but exceptional, I don’t think so. This left me with only one option, which was the Startup visa. In order to get that visa, you need to be endorsed and although I tried contacting a couple of the endorsement bodies, they either didn’t reply back, haven’t started accepting applications (since it was a new visa at that time), and so on and so forth.
Since I couldn’t progress on the Startup visa, I started digging again and try to understand if I can by any chance fit the Tier 1 Exceptional visa requirements. My viewpoint shifted from “I can’t apply to this visa” to “I can potentially get endorsed” happened when I was reading the Tech Nation very detailed guide on how to apply. In there, they listed the kind of example evidences that I can present in my application. Going through these, I realized I can present many of these evidences.
The most important idea I want to leave you with is don’t assume that you can’t apply, validate it (i.e. read the requirements, talk to other people who applied, look at previous applications, etc.), which I believe is an important lesson in life in general. As I said, if you have a quick look at the gov.uk website, you can easily reach the conclusion that the Tier 1 visa is not for you, but if you start digging a little deeper, you may realize that you can do it.
“Don’t assume, validate” - Ahmad Baracat
To me, the main benefits of switching from tier 2 General visa to tier 1 Exceptional Talent visa are:
Even though, your timeline may vary, I wanted to share mine to give you an idea of how it might look like:
If you think £2K is a lot to switch visa, let me just remind you that you are essentially buying benefits of switching, which to me justifies the investment.
If you have checked the gov.uk as well as the Tech Nation guide and you think you might benefit from looking at how a complete application might look like, check my application example.
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