410 karma · joined December 9, 2011
Where it ends "how do we calculate the weights ?" is fairly simple.
Start completely randomly and compare output to known truth. When it's incorrect, you beat the model up pretty badly and repeat again. Eventually you get the correct answer pretty consistently.
... and by "beat it up" I mean tweak the weights - totally randomly will work but will take a long time (brute force), so we add a bit of intelligence to see which direction to tweak via some algorithms (backpropagation, gradient descent).
... but
An incoming message to an IPv4 NAT router will not be forwarded to a LAN device unless it matches a known flow (typically continuation of a conversation, typically initiated by the LAN device, which is expected), or the user set up a DMZ forward to a particular destination. There is actually no reasonable way for non-DMZ LAN devices to be exposed to the noise.
For non-NAT IPv6, sure a firewall might be on by default, but it can be turned off - and therein lies the potential exposure to every LAN device to directed traffic.
In other words, the risky zone for IPv4 NAT tends to be setting up a DMZ exposing 1 device, while the risky zone for IPv6 non-firewalled tends to be exposing all of the devices behind the router.
Hiring software engineers across different locations and teams:
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Tel Aviv:
Back End (Go) developer: High-performance edge ad auction systems
Data Scientist: Multiple ML and AI initiatives (internal systems as well as client-facing)
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Montreal:
Data Engineer: Advertising (big data, for real!) data processing systems
Back End (Python) developer: Working on a (tastefully-designed) set of python transactional microservices serving the core business web application and APIs
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If you see yourself as a good fit for the roles in the above locations, please browse the job descriptions on our web site ( https://perion.com/careers/ ) and reach out to me directly - my contact info is in my HN profile bio.
Not a lot of web sites have made my Macbook M3 show signs of stress ;)
It's a hint to tell you the word starts with "s", but since you didn't narrow it down to "su..." or "sv..." it's not giving you more hints.
Once you narrow it down further, say, "sub..." and "sun..." it'll highlight the known prefix "su"
I'll try to add some local state management so a refresh for a game doesn't lose progress.
For the frontend for this I used Vue.JS as a learning experience. Overall it was straightforward and quite pleasant.
The hardest part was the mental process of giving up on server-side business logic enforcement (such as anti-cheating). At the end of the day ... "it's just a game" :)
Unfortunately, I just converted it to a frontend-only app to eliminate hosting costs, so I have no good location to keep tracking these stats.
Theoretically, "Oxford English Dictionary estimates that there are around 171,476 words currently in use in the English language", the log2() of which is around 17.38 - I have no historical data for 'volatile'
TBH I've had it up as-is for a decade as a classical web app, but just converted it to a frontend-only app to eliminate most hosting costs.
Everyone starts with the best of intentions. malloc() and free() pairs. Then inevitable complexity comes in - the function gets split to multiple, then across modules, and maybe even across systems/services (for other shareable resources).
The mental overhead of ensuring the releases grows. It _is_ hard, and that's most definitely not a lie beyond any trivial implementation.
Surprisingly "just design systems that manage their memory correctly", as you said, is a very legitimate solution. It just so happens that those systems need good language support, to offload a good chunk of the complexity from the programmer's brain to the machine.
I'm hiring for two engineering lead positions (senior/staff level):
* Edge Discipline Lead (Ad Bidding & Delivery): This position leads the team responsible for the high-volume low-latency ad bidding and delivery systems - a particularly good fit for someone who enjoys systems performance engineering, architecture, while still being hands-on
* Application Discipline Lead (Backend APIs) - This position leads the team responsible for the key platform APIs our frontends as well as external clients interact with - a particularly good fit for a python afficionado who also enjoys architecture, microservices, databases, while still being hands-on
Full job descriptions: https://www.hivestack.com/careers/
If you're interested, get in touch :) (contact info in bio)
Ask everyone to cement their thoughts in a computerized form ahead of the meeting. Bonus points if done immediately after the interview ends.
It can be freeform, or discrete items, or a mix of both. It also acts as a good paper trail for any future interactions between your company and the candidate.
I'm hiring for two engineering lead positions (senior/staff level):
* Data Discipline Lead - this includes driving the architecture and technical roadmap, and the implementation of various technologies to support adtech-scale ingestion, transport, processing, warehousing, and reporting.
* Edge Discipline Lead (Ad Bidding & Delivery): This position leads the team responsible for the high-volume low-latency ad bidding and delivery systems - a particularly good fit for someone who enjoys systems performance engineering, architecture, while still being hands-on
Full job descriptions: https://www.hivestack.com/careers/
If you're interested, get in touch :) (contact info in bio)
Industry: AdTech, specializing in Digital Out Of Home
We are hiring in multiple positions in R&D:
* Senior/staff-level data engineer to lead our data discipline - this includes driving the architecture and technical roadmap, and the implementation of various technologies to support adtech-scale ingestion, transport, processing, warehousing, and reporting.
* Back-end developers (python & Go) to work on both the application/transactional portion of the platform as well as the high-performance edge layer
Full job descriptions: https://www.hivestack.com/careers/
If you've got the chops, get in touch :) (contact info in bio)
Industry: Adtech, specializing in Digital Out Of Home
We are hiring a senior data engineer to lead our data discipline - this includes driving the architecture and technical roadmap, and the implementation of various technologies to support adtech-scale ingestion, transport, processing, warehousing, and reporting.
Full job description: https://boards.greenhouse.io/hivestack/jobs/4341464006
If you enjoy big (and small) data, get in touch :) (contact info in bio)
Imagine a junior admin who installs a new certificate (without the intermediate). Tests on their Chrome which happens to have cached the intermediate, validate LGTM and moves on.
Meanwhile it gets deployed and some portion of the site's users don't have the intermediate certificate cached = dungeon collapse.
Also try not to frame it as something shameful/step-down. Individual Contributors and Management are entirely different jobs - clearest evidence of that is what your calendar and day-to-day look like. There's some overlap, but it's a pivot, and that's okay.
(P.S. Stick with the personal trainer and running group :)
Good luck.