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Python packages caught using DLL sideloading to bypass security

Full article ⌨️

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My two different styles of writing code

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⌨️ Advances in private training for production on-device language models

Language models that predict the next word are a key technology for many AI applications. Learn how years of research became the basis for training Google's language models

⌨️ Source

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Ceiling is being raised. cursor's copilot helped us write "superhuman code" for a critical feature. We can read this code, but VERY few engineers out there could write it from scratch.

⌨️ Via Jrysana

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The game engine is working, but there is one nuance 🐕

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Moon dream 2 has been released!

MD2
is a miniature, fast and open source 1.8B parameter vision language model that requires less than 5 GB of memory to run.

Project: https://moondream.ai
Code: https://github.com/vikhyat/moondream
Demo: https://huggingface.co/spaces/vikhyatk/moondream2

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⚡️ Training Neural Networks From Scratch with Parallel Low-Rank Adapters

Pre-learning from scratch with LoRA on multiple GPUs.

Article: https://arxiv.org/abs/2402.16828
Project: https://minyoungg.github.io/LTE/

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⚡️ Streamline Analyst: A Data Analysis AI Agent

Streamline-Analyst AI agent based on LLM, which optimizes the entire data analysis process.

Source

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💫 Not only NVIDIA: GPU programming that works everywhere

If you want to run GPU programs in CI, on Mac, etc., wgu-py is a great option.

Source

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Lol 😜

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💼 Enhance your linkedIn profile in 2024: A @freelance guide 🌐

Are you leveraging your LinkedIn to its full potential?

Here's how to make your profile stand out in 2024:

1️⃣ Perfect profile picture:
Choose a photo that's professional and approachable.

2️⃣ Impactful background image:
Use a background image that narrates your professional story.

3️⃣ Dynamic headline:
Be more than your job title. Showcase your expertise and passion.

4️⃣ Engaging summary:
Share your journey and mission, beyond just skills and roles.

5️⃣ Buzzword cleanup:
Stand out by showing your skills, not just using trendy words.

6️⃣ Skill showcase & endorsements:
Keep your skillset updated and endorsed.

7️⃣ Power of recommendations:
Seek personal testimonials for credibility.

8️⃣ Learning and development:
Display relevant courses and certificates.

9️⃣ Content engagement:
Share and comment on industry-related insights.

1️⃣0️⃣ Build your network:
Regularly connect with industry peers and mentors.

Your LinkedIn profile is your digital handshake. Make it count! 😉

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📊Tips for Freelancers pt.1

▶️Track your numbers to monitor performance and trends. However, it is really important to maintain an overall view of how well you’re performing.

Even a basic Excel spreadsheet of what you’ve billed each month to each client will help you to spot seasonal trends and notice if certain customer’s workloads are falling.

▶️Take deposits
Over time, you gain a sense of how much you can trust people. But the same doesn’t apply to everyone. Always make sure you protect yourself and your valuable time. If this means negotiating that a client pays some money up-front, please be sure to do it.

▶️Always keep in mind the total cost of delivering your services. Whether you charge per project, by the hour, or by the day, the headline rate you charge never ends up in your pocket in full.

You need to think about how much tax you pay, how much time you lose to related admin tasks, and how many other costs you have to think about – which could include anything from insurance cover to software tools.

▶️Stay in touch with your accountant regularly for financial guidance and updates on tax situations.

▶️Avoid over-discounting and hold out for clients who value your worth. But offering discounts as a matter, of course, or because you’re desperate to get work in, isn’t so wise. It’s usually better to hold out for the clients who are willing to pay what you’re worth.

▶️Stay politically aware, even if you run a mile from all things political, you really needs to stay abreast of what’s going on in the the corridors of power if you’re a freelancer.

🔔Don't forget to use these tips and successfully complete the tasks assigned to you

🔗Source

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📈How to upgrade your LinkedIn profile

1. Optimize Your Profile: Ensure that your profile is complete with all relevant information, including your headline, summary, experience, education, skills, and recommendations. Use keywords related to your industry and job goals to make your profile more searchable.

2. Add a Header Image: Include a header image that showcases your personality or professional brand. This can help you stand out and make a positive first impression.

3. Update your LinkedIn profile URL to make it more user-friendly and easier to share. You can do this by going to "Edit public profile & URL" in the "Edit Intro" section of your profile.

4. Enhance with Media: Add media such as videos, presentations, and documents to your profile to showcase your work and accomplishments.

5. List Unique Skills: Include unique and creative skills on your profile that set you apart from others in your industry. This can help you attract the attention of recruiters and potential connections.

6. Write a Blog Post: Utilize the blogging feature on LinkedIn to share your thoughts, insights, and expertise with your network. Publishing articles can help establish you as a thought leader in your field.

7. Update Your Profile Photo: Choose a professional yet personable profile photo that represents you authentically. A welcoming photo can make your profile more approachable and engaging.

By implementing these upgrades, you can enhance your LinkedIn profile and make a stronger impression on potential connections, recruiters, and employers.

What do you think is the most important thing for an employer?

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❗️Current vacancies

Get your job right now here:

▶️Product Manager(BIT Crypto Exchange)

▶️Head of People (Experience leading a People or HR function in a startup environment)

▶️Marketing Manager

▶️Senior Software Engineer, Global Search

▶️Director of Finance (225k-265k)

▶️Senior Full-Stack Software Engineer ($125k-190k)

➡️What field do you work in? Which jobs are most interesting to you? Share with us

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📊Tips for Freelancers pt.2

▶️Keep an eye on the freelance boards

Some people are incredibly negative about the mainstream freelance job boards like PeoplePerHour and Upwork.

Yes, they are places where your path is strewn with scams and high fees, but they are home to lots of new opportunities and potential client relationships.

▶️Make sure you keep past work

You may not wish to mention or display every single past job on your resumé or portfolio, but it’s also unwise not to keep some kind of record of ALL of your past work.

Things don’t last forever; Online articles get taken down, websites close, and books and magazines go out of print.

▶️Forgive yourself for bad days

You may be inspired by your big job that needs to be done, but sometimes there are no such feelings, you just have to learn to forgive yourself for those days. It's not human to work like a robot every single day.

Allow yourself this day under the covers and try not to feel guilty about it.

▶️Don’t compare yourself to others

Comparing yourself to others is human nature, but it’s also a bad habit, and one that can lead to depression.

As a freelancer, it’s inevitable that you will encounter some uncomfortable comparisons. For many freelancers, myself included, freelancing is about a lifestyle choice as much as money. However, that doesn’t stop tinges of envy when you see people get promotions and pay rises, or jet off on intercontinental business trips.

🔔Use it to achieve the best

🔗Source

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📊Tips for Freelancers pt.3

💻 Keep your skills up to date

Nothing in life stands still. Everything evolves, from IT systems to marketing techniques to fashion trends. Even social networks fall in and out of favour, so there’s no point in being a Twitter expert if all your clients want to get established on Pinterest – or TikTok

However busy you are, it’s essential to keep learning new things and stay one step ahead of industry trends. Thankfully there are loads of ways that freelancers can find cheap training.

For example, Course can help you with this

💻Save and backup your work!

You’d think the need to backup data would be so obvious that it wouldn’t deserve mentioning in a freelance tips article. However, around 25% of people admit to NEVER backing up their data. Many more back up way less frequently than they should.

Things go wrong and mistakes happen. Don’t wait until you have a disaster of your own before being proactive about this.

💻 Use the right tools to speed you up

There are various software tools that make life easier every single day. industry standard apps in Office 365, labour-saving tools like TextExpander, and services like Trello that help organise business life.

The thing is, you do actually have to put some effort into finding the tools that truly work for you.

🔔Use this tips in your work

🔗Source

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🔙How Freelancers Pay Taxes

If you are a sole trader, there are steps you need to take to ensure you pay the correct taxes.

👌The popular option for freelancers is submitting a Self-Assessment tax return online, with the deadline depending on the method chosen. Once the return is submitted, income taxes on freelance earnings must be paid through options such as direct deposit, online banking, or mail.
After submitting the tax return, a tax bill will detail the amount owed in income tax and national insurance that can be paid through various methods.

👌There is also an option to pay the tax bill using your tax code, but it's advised to avoid this if you do not want your employer to discover your self-employment status. If the tax bill exceeds £1,000, making advance payments may also be necessary based on income predictions for the following year.

👌Paying tax if you’re set up as a limited company
If you’re set up as a limited company, you will need to submit an annual Company Tax Return and pay Corporation Tax on your freelance earnings.

The deadline for filing this type of tax return is 12 months after the accounting period it covers has ended.

🔗Source

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2024/03/29 11:08:05
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