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Hey, I was fired last July and I went through the same process, I actually asked a similar question on Lemmy and the feedback I received helped a tonne in landing more interviews.
Here are the steps I believe helped me:
- Make sure your CV is machine parseable, search for open resume, upload your cv see what it detects. Ideally, generate your CV using that tool.
- Create your own portfolio website, here is mine for reference https://souperk.gr/ (I have a public repository, feel free to copy if CSS isn’t your strong suite)
- Check that toggle on LinkedIn to signify you are actively searching atm (don’t remember how, but you should see a ribbon on your avater if it’s active)
For me, landing more interviews was the hard part. Once I got a few interviews going, landing an offer was easy.
So you are basically building a classifier that tries to assert if a user will like a video. While many are against any kind of “algorithm” within the fediverse, I believe that it’s a necessity. But, I think allowing users to tag content and then building classifiers that allow you to filter based on that would be a more aligned with the fediverse.
Anyway, cosine similarity has worked for a lot of things, so I think it’s a solid foundation to get you started. Another thing you can try is using an embedding model, specifically a model that receives a segment of a video and yields a matrix with the property that similar input will result in outputs relatively close to each other (cosine or euclidean distance).
Another thing to consider is building a platform that will permanently store data. If you can come up with a set of endpoints, I can implement something in python to get ypu started. I don’t have experience with video processing so I cannot help you with that, but the crud aspect is no biggie.
souperk@reddthat.comto
Selfhosted@lemmy.world•Email provider for home server alertsEnglish
1·10 months agoI ended up setting up a postal server on my vps (see here). Their docs are pretty easy to follow through and it’s probably the cheapest option (assuming you already use the and have a domain).
souperk@reddthat.comto
Fediverse@lemmy.world•Changes to Lemmy/PieFed to adjust to living under fascismEnglish
271·11 months agoLemmy is a public forum, if you want to communicate privately exchange matrix handles and communicate there.
souperk@reddthat.comto
Asklemmy@lemmy.ml•People with ADHD: What are the things about it that people don't get?
10·11 months agoYou mean Methylphenidate? Because people when understand a different thing when you say meth…
souperk@reddthat.comto
Asklemmy@lemmy.ml•People with ADHD: What are the things about it that people don't get?
8·11 months agoAre you me? Or am I you? The crazy thing is that when I work, I wooork. Like 12 hours without peeing, drinking water, eating, or taking any breaks.
souperk@reddthat.comOPto
Asklemmy@lemmy.ml•How would you implement a dead man's switch?
6·11 months agoNothing atm, but you never know what you may find. I would assume that most whistleblowers didn’t know they joined a shady organisation until years down the line…
souperk@reddthat.comOPto
Asklemmy@lemmy.ml•How would you implement a dead man's switch?
28·11 months agoMaybe, add a clause what should happen if you disappear for more than x days. For most jurisdictions you are considered dead if you disappear for a few years.
souperk@reddthat.comOPto
Asklemmy@lemmy.ml•How would you implement a dead man's switch?
12·11 months agoWhy not keep a copy?
Also, both people are single point of failures. Maybe, 5-6 people where each has an encrypted payload and the keys to decrypt everyone else’s payload.
souperk@reddthat.comOPto
Asklemmy@lemmy.ml•How would you implement a dead man's switch?
16·11 months agoAnother thing to consider is that you won’t know immediately that the information you stumbles upon is incriminating. Sometimes it may take years until you have all the pieces of the puzzle.
Wondering if it’s possible to put this observation into number…
souperk@reddthat.comto
Fediverse@lemmy.world•As an average OG ex-redditor, Lemmy needs to move away from it's base barebones UI to something like Photon by default, here's why.English
7·1 year agoOne thing to consider here is that photon as an spa does not offer great support search engines. Which can help drive organic traffic to lemmy. While, some may see it as a net benefit, from your point of view it’s an great disadvantage.
souperk@reddthat.comto
Fediverse@lemmy.world•A new way to describe the Fediverse and its opposition to Big TechEnglish
6·1 year agoWhat an interesting read! The food analogy instantly made sense to me, I am wondering if other people had the same experience?
What is the point of all this, you may wonder? Well, reading Postman provided a big eureka moment for me - an understanding of why I struggle so much to convince my friends to abandon commercial social media in favor of the Fediverse. Drum roll: the Fediverse may be missing a clear, cohesive narrative.
Technically the Fediverse has everything one would need to enjoy independent social media, away from the surveillance capitalism that powers Big Tech. What has been difficult is finding a story, a simple narrative anyone could follow that would explain WHY the Fediverse is the most empowering, most ethical technological solution out there for social media.
I have come to see the Fediverse as the equivalent of organic, plant based, home-cooked meals and by contrast I see TikTok, Instagram, X, Threads, Snap and other platforms by Big Tech as the equivalent of Big Food – brands like Coca Cola, McDonalds, Nestlé, that promote ultra-processed, highly addictive foods and beverages, contributing to an epidemic of obesity, type 2 diabetes and other diet-related diseases.
souperk@reddthat.comto
Asklemmy@lemmy.ml•I'm trying to go Deadpool here and break the 4th wall.
2·1 year agoAre you high? 🤣 Jokes aside, I would be interested to know why you are asking these questions.
- Yes, I am intelligent, a lot of people have been impressed by the speed I digest a new piece of information.
- I have wisdom to know that intelligence plays a very insignificant part in shaping my identity. As for putting my intelligence into good use, I am not sure I can answer yes. I am too idealistic for my own good.
- IMO humans are unique and similar at the same time. Though, we got to be careful when trying to identify our similarities (see biopolitics, especially M. Foucault).
souperk@reddthat.comOPto
Programming@programming.dev•Book Review: Continuous Architecture in Practice
8·1 year agoIs anyone interested in starting a book club? Right now I am reading “Implementing Domain-Driven Design” by Vaugn Vernon.
souperk@reddthat.comto
Programming@programming.dev•Any recommendations/tips for mentorship services?
1·1 year agoHit me up!
souperk@reddthat.comto
Programming@programming.dev•How proficient do you rate yourself in your most coded language?
4·1 year agoI would give myself a solid 4.2/5 on python.
- I have in deepth knowledge of more than a few popular libraries including flask, django, marshmallow, typer, sqlalchemy, pandas, numpy, and many more.
- I have authored a few libraries.
- I have been keeping up with PEPs, and sometimes offered my feedback.
- I have knowledge of the internals of development tooling, including mypy, pylint, black, and a pycharm plugin I have created.
I wouldn’t give myself a 5/5 since I would consider that an attainable level of expertise, with maybe a few expections around the globe. IMO the fun part of being really good at something is that you understand there still is to learn ❤️
souperk@reddthat.comto
Programming@programming.dev•Any recommendations/tips for mentorship services?
4·1 year agoI’ve had a very tough time finding my first position as a junior dev
The hiring landscape for software engineers/developers is a mess for the past year or so. You shouldn’t internalize the experience, most likely you are just unlucky.
A few things to consider for finding a job:
- Utilize your connections, a lot of hiring still happens through connections. If you have attended a university/college/bootcamp reach out to your professors and check if they can refer you to any positions.
- Make sure your CV can be parsed by tools. Try uploading your CV on open resume, if it’s not parsed correctly you might want to update it.
- Create a portfolii website, it’s a great way to illustrate your skills. Also, others here can check it out and offer advice.
- Update your LinkedIn profile, make sure to check that open for recruiters thingy.
If you want to learn more about react I am happy to have a chat with you (no fee), feel free to DM me.
souperk@reddthat.comto
Asklemmy@lemmy.ml•Socialists who have lived in different countries: what differences did you notice in their labour movement?
44·1 year agoI can provide some context from Greece.
First of all, the unemployment rate is high. The official figure is currently at 12.5% but has been steadily decreasing from its peak of 27.7% in 2013. The real numbers are probably higher since people that haven’t been employed within the last few years are not accounted.
As a result, labour rights are non-existent, overtime is rarely paid, wages have been stagnant since 2008, it is really common to work in unsafe conditions, and worker abuse occurs so often noone bats an eye.
While we do have unions more often than not they are powerless. For example, last year we had a major train accident (57 people died), the goverment blamed the train workers, their response was pretty much “our strikes for the safety issues that lead to the accident were deemed illegal, while our attempts to raise the issues were dismissed by the ministry of transportation”.
We have had major nationwide protests with more than a million of people taking to the streets, but noone feels like that ever lead to anywhere.
IMO one of the greatest problems is the lack of information. Mainstream media are corrupt, and independent media are sabotaged or persecuted by the government. People do not know their rights, we have been trying to survive for so long that we cannot imagine a better future, and that allows employers to freely profit from laborers.
One interesting development is that lately more collectives are popping here and there, from coffee shops to softwafe development houses, more and more people are fed up and try to take matters on their own hands (even if in absolute numbers they are still very few).

Also, if the organisation shares their fediverse profile on their official website, you can consider them verified