#learn algorithmic trading

[algotradingcourse]

Enroll in ICFM’s Algo Trading Course and Transform Your Financial Skills with Real-World Automated Trading Experience

Welcome to the Future of Trading: Why Algo Trading Matters Today

In today’s digital age, speed and accuracy define success in the stock market. Manual trading strategies, while still relevant, often fail to match the precision and efficiency of automated systems. That’s where algorithmic trading—commonly known as algo trading—takes center stage. For those looking to dive into this advanced method of trading, enrolling in a specialized algo trading course is essential. And when it comes to quality training in this domain, ICFM – Stock Market Institute offers one of the most comprehensive and practical programs in India.

ICFM’s Algo Trading Course – Learn to Trade with Logic, Speed, and Discipline

ICFM has developed a uniquely structured algo trading course that helps students, finance professionals, and traders understand the mechanics behind automated systems. This course is designed to provide a strong foundation in algorithmic logic, strategy creation, backtesting, and real-time execution. It goes beyond theory and dives deep into the actual workings of automation tools, trading APIs, and risk control mechanisms. The program is tailored to bridge the gap between traditional trading practices and the modern, data-driven approach that dominates today’s financial world.

How ICFM Makes Algo Trading Easy to Understand and Apply

One of the common misconceptions about algorithmic trading is that it’s only for coders or IT professionals. ICFM breaks this myth through its thoughtfully curated algo trading course, where even non-technical learners can understand complex concepts with ease. The course is taught using simple language, practical examples, and live demonstrations. Whether you're a trader aiming to automate your strategy or a student aspiring to enter the fintech world, this course equips you with actionable knowledge to start building and deploying trading algorithms efficiently.

Course Structure Designed for Real-World Market Application

The curriculum of ICFM’s algo trading course has been designed by industry experts with years of experience in algorithmic trading. The course begins with an introduction to the basics of financial markets and gradually moves into advanced topics like Python programming for trading, API integration, strategy development, and algo testing environments. Each module is aligned with real-world trading needs. By the end of the course, learners not only understand the concepts but also develop the skills to implement their own trading algorithms confidently.

Live Market Exposure and Hands-On Practice

Unlike many theory-heavy courses available online, ICFM’s algo trading course emphasizes practical learning. Students work on actual datasets, simulate trades, and test their strategies in real market conditions. This hands-on approach is what sets ICFM apart. It allows learners to troubleshoot in real-time, observe the behavior of different trading models, and fine-tune their strategies for better accuracy and profitability. The live trading lab provides the perfect environment to transition from a theoretical learner to a capable algo trader.

Ideal for Beginners, Professionals, and Financial Enthusiasts

ICFM’s algo trading course has been designed to cater to learners from all backgrounds. Whether you are a student of finance, an MBA graduate, a software developer, or even a self-taught trader, this course can help enhance your understanding of algorithmic trading. For working professionals already in the trading space, the course adds depth and automation to their existing skillset. For new entrants, it builds the entire framework needed to enter the domain with confidence and clarity.

Tools, Technologies, and Industry-Relevant Knowledge

In the rapidly evolving financial sector, keeping up with new tools and technologies is critical. ICFM’s algo trading course introduces learners to a variety of software and platforms commonly used in the industry. From Python and SQL to broker APIs and backtesting libraries, students become familiar with everything needed to execute an automated trading strategy. Additionally, the course keeps learners informed about current regulations, risk management practices, and the ethical use of algorithms in the financial markets.

Expert Faculty and Personalized Mentorship

The success of any educational program lies in its faculty, and ICFM doesn’t compromise here. Every instructor involved in the algo trading course is a seasoned market practitioner with a background in algo development, financial modeling, or quantitative research. Their real-world experience translates into practical teaching that goes far beyond textbook knowledge. ICFM also offers mentorship support throughout the course, where students can clarify doubts, receive career guidance, and get help in building customized trading bots.

Career Prospects After Completing the Algo Trading Course

Completing ICFM’s algo trading course opens the doors to several career opportunities. Graduates can work as algorithmic traders, quant analysts, strategy developers, or even independent automated traders. The fintech industry in India and abroad is witnessing exponential growth, and demand for skilled algo professionals is at an all-time high. ICFM’s certification and real-market training make students job-ready and highly competitive in the global job market.

Why Choose ICFM Over Other Institutes?

There are many online courses available on algorithmic trading, but few match the depth, support, and live exposure offered by ICFM. Their algo trading course is structured for serious learners who want more than just theoretical knowledge. With access to experienced mentors, real-time platforms, and industry-specific training, ICFM helps learners evolve into full-fledged algo traders.

Conclusion: Embrace the Future of Trading with ICFM’s Algo Trading Course

Technology is redefining financial markets, and those who adapt early will lead tomorrow’s trading landscape. By enrolling in the algo trading course offered exclusively by ICFM – Stock Market Institute, you gain the tools, techniques, and confidence to navigate and excel in automated trading. Whether you're planning to start your career or scale your existing skills, this course is your gateway to the future of finance. It’s not just about learning to trade—it’s about learning to trade smarter.

[queen-mabs-revenge]

communist generative ai boosters on this website truly like

[uaitrading1]

UAITrading (Unstoppable AI Trading): AI-Powered Trading for Stocks, Forex, and Crypto

https://uaitrading.ai/ UAITrading For On trading volumes offers, many free trade analysis tools and pending bonuses | Unstoppable AI Trading (Uaitrading) is a platform that integrates advanced artificial intelligence (AI) technologies to enhance trading strategies across various financial markets, including stocks, forex, and cryptocurrencies. By leveraging AI, the platform aims to provide real-time asset monitoring, automated portfolio management, and optimized trade execution, thereby simplifying the investment process for users.

One of the innovative features of Unstoppable AI Trading is its UAI token farming, which offers users opportunities to earn additional income through decentralized finance (DeFi) mechanisms. This approach allows traders to diversify their investment strategies and potentially increase returns by participating in token farming activities.

The platform's AI-driven systems are designed to analyze vast amounts of market data, identify profitable trading opportunities, and execute trades without human intervention. This automation not only enhances efficiency but also reduces the emotional biases that often affect human traders, leading to more consistent and objective trading decisions.

By harnessing the power of AI, Unstoppable AI Trading aims to empower both novice and experienced traders to navigate the complexities of financial markets more effectively, offering tools and strategies that adapt to dynamic market conditions

[bigulalgotrading]

How Big Data is Revolutionizing Algorithmic Trading | Bigul

Big data, AI, and real time processing are transforming algorithmic trading. Explore its future with quantum computing and blockchain for smarter decisions.

Read more..

[besttrading247]

Quantum Computing in Algorithmic Trading: Enter the Fast Lane of Finance!

Quantum Computing in Algorithmic Trading: Enter the Fast Lane of Finance! Hey there, digital financiers and algorithm aficionados! Buckle your seatbelts because we’re about to delve into the electrifying realm of quantum computing in algorithmic trading. This rollercoaster ride isn’t just for the tech-savvy—it’s for everyone who dreams of playing the stock market like a pro while sipping on a…

[algos11]

The financial markets change and develop every day and traders constantly look for ways to improve their performance. Among the technological breakthroughs that have altered the trading industry, algorithmic trading is probably the most remarkable.

[strategyapex]

Advanced Applications of Williams Moving Average in Modern Futures Trading

The Williams Moving Average has evolved into a sophisticated tool used by professional futures traders, algorithmic trading systems, and institutional investors. Its advanced capabilities in trend detection and market timing make it particularly valuable in modern trading environments.

Advanced applications of the WMA include multi-timeframe analysis, volatility adaptation, dynamic support/resistance levels, momentum confirmation, and risk management implementation. These techniques are especially effective in high-volume futures markets, commodity trading, index futures, currency futures, and energy futures.

These sophisticated applications provide more precise entry/exit points, better risk management, reduced false signals, enhanced trend confirmation, and improved overall trading performance.

Advanced WMA Implementation Strategies:

Adaptive Time-Frame System:

Use multiple WMAs of different lengths

Adjust WMA periods based on market volatility

Implement dynamic crossover signals

Create composite trend signals

Volatility-Based Strategy:

Modify WMA length based on ATR

Adjust position sizing with volatility

Implement variable stop-loss levels

Use volatility filters for trade entry

Advanced Automated Implementation:

Code multiple WMA variations

Create adaptive parameter adjustments

Implement machine learning optimization

Develop sophisticated exit strategies

The advanced applications of the Williams Moving Average demonstrate its versatility and continued relevance in today's sophisticated trading landscape. As markets evolve and trading becomes increasingly automated, the ability to implement adaptive and dynamic strategies becomes crucial. The WMA's flexibility in accommodating these advanced applications makes it an invaluable tool for modern traders. By incorporating these sophisticated techniques into automated trading systems, traders can potentially achieve more consistent results while maintaining the ability to adapt to changing market conditions. As technology continues to advance, we can expect to see even more innovative applications of this versatile indicator in futures trading.

[webideasolutionca]

Discover the power of AI and machine learning for traders. Explore advanced analytics, predictive insights, and automated strategies reshaping investment decisions. From algorithmic trading to market sentiment analysis, uncover how AI and ML revolutionize trading efficiency and unlock new opportunities. Learn more at Web Idea Solution!

[thefiscalsolution12]

The Secrets of Stock Trading: Learn Stocks and Trading for Success

In the fast-paced world of finance, mastering the art of stock trading is a gateway to financial success. Learning the ins and outs of stocks and trading can seem daunting, but with the right strategies and tools, anyone can navigate the markets like a seasoned pro. This comprehensive guide will not only demystify the world of stock trading but also delve into successful trader strategies and introduce you to the best algorithmic trading software available.

Understanding Stocks A Beginner's Guide

Before diving into the strategies and software, let's start at the basics. Stocks, also known as shares or equities, represent ownership in a company. When you own a stock, you own a piece of that company and become a shareholder. Understanding the fundamentals of stocks is crucial for any aspiring trader.

Successful Traders' Strategies Unveiled

Education is Key

Successful traders are lifelong learners. They continuously educate themselves on market trends, financial news, and trading strategies. Keeping yourself informed is the first step toward making informed decisions in the stock market.

Risk Management

One of the hallmarks of successful traders strategies is their ability to manage risks effectively. Diversifying your investment portfolio, setting stop-loss orders, and avoiding emotional decision-making are key aspects of risk management that can help protect your capital.

Technical Analysis

Delving into technical analysis is another strategy employed by successful traders. By analyzing price charts and using technical indicators, traders can identify trends and potential entry and exit points. Learning the art of technical analysis can significantly enhance your trading skills.

Discipline and Patience

Trading is not a get-rich-quick scheme. Successful traders exhibit discipline and patience. They stick to their trading plans, avoid impulsive decisions, and patiently wait for the right opportunities.

Adaptability

The stock market is dynamic, and successful traders are adaptable. They evolve with changing market conditions, adjusting their strategies to stay ahead of the curve. Flexibility is a key trait that distinguishes the best traders from the rest.

Best Algorithmic Trading Software A Game-Changer

In the era of technological advancements, algorithmic trading has revolutionized the way traders engage with the market. Algorithmic trading involves using computer programs to execute trading strategies, providing speed and accuracy beyond human capability. Here are some of the best algorithmic trading software options available:

1. MetaTrader 4 (MT4)

MT4 is a widely used platform known for its user-friendly interface and powerful analytical tools. It supports automated trading and provides a vast library of expert advisors (EAs) that can execute trades on your behalf based on pre-set parameters.

2. QuantConnect

QuantConnect is an open-source algorithmic trading platform that allows traders to design and backtest their strategies. With support for multiple programming languages, it offers flexibility and customization for advanced traders.

3. TradeStation

TradeStation is a comprehensive trading platform that caters to both novice and experienced traders. It provides a robust set of analysis tools, supports algorithmic trading, and offers a user-friendly interface.

Conclusion

Embarking on a journey to learn stocks and trading is a rewarding endeavor that opens doors to financial opportunities. By adopting the strategies of successful traders and leveraging the power of algorithmic trading software, you can navigate the complexities of the stock market with confidence. Remember, continuous learning, disciplined execution, and adaptability are the keys to long-term success in the dynamic world of stock trading. 

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[ohnoitstbskyen]

Hi Skyen, hope you're well! I'm seeking some advice and since you used to work doing mainly art commissions I figured asking you was worth a shot.

I'm a furry artist and I'm looking into doing commission work as a side gig while I finish animation college, and hopefully acquire enough experience/clients/notoriety to turn it into a full time job once I graduate.

Do you have any advice for someone literally just starting out with fresh accounts and zero following? Especially when it comes to reaching people and getting your first clients, and anything that one should take into account when working with NSFW specifically. Also advice for pricing your work is always useful 😅

No need to answer obvs but I'd appreciate your viewpoint if you want to share!

Got 2 asks on this exact subject so I'll write up what advice I can. One big caveat: I haven't worked as a commission artist for like half a decade at this point, and this job has a tendency to change fast, do not take anything I say as gospel. This is advice from a limited perspective, be critical of what I say and trust your peers and the people you are in community with before you trust me.

building audience

Step one is getting people to notice the artwork you create. Literally nothing else can happen until you have eyeballs on your work, and the most consistent and reliable way to make that happen is fanart. Ideally you'd want to produce fanart in a fandom you are personally engaged with and passionate about and familiar with, and which also has a sizeable community whose attention can help you build recognition and a base of followers.

This isn't always possible, and there's many a working artist who creates work for fandoms not out of deep personal connection, but because the fandom is large and relevant and a good way to capture the goodwill of algorithms and content feeds.

This approach has some downsides. For one, genuine fans can usually tell when someone's engagement with Their Thing is shallow, and for another it can be deeply creatively exhausting to chase the algorithm. I don't recommend this approach, but it is a valid means of building a business.

Another important consideration, especially when you are early in your career, is that volume tends to trump quality. Every artist will eventually learn that their shitty joke-doodle they sh*t out in ten minutes on a whim will get a billion reposts, and their complex personal work that took eight weeks to finish gets 2 likes from their closest mutuals and a comment from a bot saying "wow!"

In the age of the algorithm, what machines and for you pages value is a consistent, high-volume of output that generates user engagement. You will generally get further, faster, by producing a lot of work than you will producing great work. Again, this can be rough on your mental state, and a fast way to burn the fuck out, so please be careful and mind your health before all else.

The best way to build something that will last is to build your audience in communities and around fandoms and themes and ideas you genuinely care about and enjoy exploring and interacting with. Being your authentic self and creating work from your authentic interest is generally both healthier and long-term better for your career than trend-chasing. Treat trend-chasing and volume > quality output as tools in your toolbox, as creative and business decisions you can make to achieve a specific purpose, never ever EVER let them become the center of your praxis or your philosophy. Never ever EVER allow the Numbers™ to be your source of validation and accomplishment.

building business

Ok, so you've got eyes on your work. You've got some followers. How the hell do you get them to commission you?

Well, again, by demonstrating a capacity to create kinds of art for which there is demand. In the furry community, there's brisk trade in things like ref sheets and character design, for example. For most fandoms, ship art is a product which tends to be in demand. Being able to do really good expression sheets is a marketable skill. Being able to create compelling and clear emotes for streamers and creators is a marketable skill.

Showing the capacity to work in a wide range of styles is valuable. Showing the capacity to work in a wide range of genres is valuable. If you can do both comedy and romance your appeal expands. If you can do shonen-like action and angst as well, it expands again.

Equally, being incredibly good at a specific niche is valuable as well. Focusing hard on an under-served niche of work can give you a lot of opportunities to be the Go To person for that specific kind of thing.

Perhaps the hardest part of all of this is marketing yourself. Not only showing that you have the skills, but actively informing your audience that you are available, eager and willing to practise your skill for a fee. You have to sell yourself. It sucks, but you have to do it. You have to advertise what you can do, and you have to suffer the rejection and annoyance that comes along with doing that.

You have to ask people to commission you. You have to raise your hand and demand attention. It's not fun, but it's business.

Walking the line between self-promotion and being a person is hard. I can't help you that much with it, it's a very personal balance to find. Stay in touch with your soul, but kill the part that cringes at yourself.

Ultimately, you best marketing asset is your portfolio. Every time you do work, show it off. Repost it, retweet it, spread it around. If someone is happy with what you've made for them, do your best to make sure that other people see that happiness. Ask your clients (politely) to tag you when they share your work.

Oh, and for the love of god, sign everything you create, slap watermarks on anything that's likely to get reposted, and make it impossible for someone not to find your business email on your profile.

building network

If you're a commission artist, you are in community with other commission artists. You share interests, you share experiences, you share needs.

Practise solidarity. Absolutely seek out professional peers to help your business, but equally seek out opportunities to help them with theirs. If someone comes to you for art and you don't have commission slots open, point them at a colleague who you know can do the work too. Gas up your peers and spread their work.

Be a symbiote, not a parasite. Respect the craft of your peers, and don't chase celebrities and big names in the hope of coasting on their coattails. It will fail.

smut

If you're a working artist, at some point you have to reckon with smut and r34.

These genres are excellent sources of income, and fertile ground to build a business and network of customers. BUT. Do not ever make the mistake of thinking that they are "the easy way" or a shortcut. Do not ever make the mistake of thinking you can simply offer to draw tiddies and rake in the cash.

It's work and graft same as literally any other form of labor, it's challenging on both a technical and creative level, and the audience can sense if you're looking down on them. If you approach this from a position of shame, of "eugh, I'm debasing myself by doing this for rent money," it will not work, and you will lose standing and respect in the eyes of every peer whose support you need to succeed.

Just as in all other forms of creativity, if you treat the audience as morons who will slurp up whatever slop you serve them, then you will attract clientele that agrees with you, and you will deserve the misery they will inflict upon you.

If you are going to work in smut, establish your boundaries and enforce them. Know that good clients will feel safer and more comfortable with an artist who clearly states their red lines and earnest interests than they will with someone who tries to attract more clients by pretending to be open to work that they are actually uncomfortable with.

Never, ever, EVER let a client push you to create work you are not comfortable creating. It scars your soul in both the short and long term.

Also, when working with this kind of content, know the rules of payment processors and know how to hide the nature of your business from them. PayPal should never, EVER know the details of the content you sell with their service. Frankly, neither should your bank, most likely.

Look to your peers for advice and best practises about this. And be meticulous about your bookkeeping.

money

I want to tell you to charge at least minimum wage for your time. I want to tell you to charge substantially more than that, because your labor is specialized and highly skilled.

But the economic reality of commission work is that there is a crushing downwards pressure on the labor price of art, which has only been made more devastating by the rise of generative AI, and especially when you are a young artist just starting out, you're going to find yourself in a position where charging even minimum wage for your time will turn away a huge proportion of your potential customers.

Again, your portfolio will be the greatest argument for the value of your work, but you have to build that portfolio first, and very often that means doing a f*kton of work for not remotely enough pay until the pressure of demand finally works in your favor.

I don't condone or justify this state of affairs. It is horrid and I hate it, but I don't know how to fix it either.

Making a living from content creation of any kind requires you to get lucky, on top of working obscene hours and foregoing rest and vacations. It's not a safe or sensible plan for a career or paying your bills.

My sensible advice is to get a "normal" job you can survive doing, and do your creative work on the side, and resign yourself to the possibility that the creative work may never actually pay your bills.

And that is soul-crushing, but I cannot stomach pretending that hard work and gumption will guarantee anyone a decent living if they just try hard enough.

There are people who are better at every aspect of my work than I am, and they struggle harder and work for longer, and they will never see half the success I have, because I happened to get lucky, and they happened not to. It's wretched.

I'm not telling you not to chase your dreams. I'm telling you to do it with your eyes open, and with compassion for yourself first before all else.

All of this to say: I can't tell you what to charge for your work. It depends on everything from your competition to your niche to your genre to your community to your economic situation. You have to figure it out on your own.

All I can tell you is never forget that your work is worth more than the market will let you charge, and to raise your prices as soon and as much as you can. Try to reach at least minimum wage for your time as fast as possible.

in conclusion

Again, I haven't been a commission artist full time for a long time, please do not take any of this as gospel. Listen to your peers before you listen to me.

But trust me about the solidarity. It will save you when all else fails.

[luulapants]

Do you have any tips to be more punk in 2025 specifically for minors?

Hey, great question! Let's take a look at our list and see what still applies and what we can flip around for you.

Cut fast fashion - Still applies! Try clothing swaps with friends.

Cut subscriptions Analyze your media consumption - Do you tend to play phone games that are psychologically manipulative? Are algorithms taking you to content that makes you upset? Track your screen time, think about what's being sold to you, and resist only consuming the media that is fed to you.

Green your community self - Forget touching grass, find ways to touch dirt. Spend time outside in nature. Go for hikes, look at trees, track how plants and animals change over the seasons. You're part of the natural world, so go connect with it!

Be kind - Still applies! Try handing out more compliments.

Intervene - Still applies, and especially applies to bullies, including teachers. This can be as simple as saying, "That was a really messed up thing to say. I think you owe X an apology."

Get closer to your food - Still applies! Try packing your lunch.

Use opensource software Reject Web 2.0 - Before you try to learn Linux, people your age need to start by learning some basic computer and coding skills. My generation was given computer classes and had social media that encouraged custom coding. Yours has been deprived of this education and given prepackaged web content. Reject AI. Right click + inspect element + fuck around. Learn Raspberry Pi. Become the cyberpunk hacker you want to see in the world.

Make less trash - Still applies! If mom won't let you start a compost in the backyard, propose starting one at school!

Get involved in local school politics - Know what's going on with your school board, with school administration. Start an underground, uncensored school newspaper with the real dirt.

DIY > fashion - High school is where a lot of adults learned their bad habits about keeping up with appearance/fashion demands. Refuse to buy in now and make homemade the new cool.

Ditch Google - Still applies! And also check your app settings to see if you have apps with unnecessary permissions.

Forage - Still applies!

Volunteer - Still applies! There might be fewer opportunities for minors, but you'll never know until you ask. Don't be afraid to be the only young person at the volunteer session.

Help your neighbors classmates - Offer to study with students who are struggling. Become someone people can trust to tell if their home situation is difficult. If you have friends who don't get enough to eat at home, bring them home for dinner. Check on people.

Fix stuff - Still applies! This can be a fun activity with friends, too. Let's all hang out and see if we can fix this busted stereo!

Mix up your transit - Still applies! Is taking the bus considered lame at your school? Do it anyway.

Engage in the arts - Still applies! Pay attention to art events that your classmates are putting on. Go to the school play - or join! Stop in the art classrooms to see what people are working on.

Go to the library - Still applies, public and school libraries! Talk to the librarians - they know things. Find out if there are after school programs you can take advantage of.

Listen local - Even more local! Stop by the band room after school to listen to practice. Does someone in your school have a band? Listen to them, cheer them on! Start a band! The great thing about punk music is that you can be really, really awful and still sound punk as hell.

Buy local Barter local - Lots of young folks don't have much control over or access to money, but that doesn't mean you and your classmates can't engage in barter. Figure out what you have to offer that other people might want, and trade for stuff you want. I used to cut hair and pierce ears in exchange for weed and rides to the mall. Maybe you can sew a friend's jacket in exchange for them bringing you a homemade lunch.

Become unmarketable - Still applies! PLEASE do this.

Use cash Steal ethically - Before engaging in shoplifting, make sure you know who you're stealing from! Stealing from Walmart is morally correct. Stealing from a family-owned grocery, a local coop, or a local artist? That fucking sucks, dude. Don't do it.

Give what you can - And only what you can. We ask a godawful lot from teens. You're in school all day, you're doing extracurriculars and maybe working and doing homework. You probably don't have a lot of money. You probably don't have a lot of time. But maybe you can bring your elderly neighbor's trash cans up from the street. Find the small actions that you have space for.

Talk about wages - PLEASE! If you have a job, this applies to you even more. Why? Because the adults working at your minimum wage job probably can't afford to be rabble rousers, but what do you have to lose except your shitty part-time Panera job?? A teenager who doesn't actually need their job to live has the opportunity to be the voice of truth in any workplace.

Think about wealthflow Resist indoctrination - Education systems are being gutted. Algorithms are feeding us misinformation. Cocomelon probably gave you ADHD or some shit - Jesus. It's a mess. Do what you can to practice critical thinking, expand your literacy, read stuff that seems boring. Start a book club or philosophy club with your friends. Ask who's profiting from a given situation. Resist knee-jerk reactions. Becoming an educated, thoughtful person is one of the greatest acts of resistance a young person today can engage in.

[genderkoolaid]

sorry if you've talked about it already, but what is it that makes KOSA's idea of online safety wrong? I don't know much about the bill, what does it intend to do?

What do you think is a good way to protect kids from things like online predators or just seeing things that they shouldn't be seeing? (By which I mean sex and graphic violence, things which you'd need to be 16+ to see in a movie theater so I think it makes sense to not want pre-teens to see it)

From stopkosa.com:

Why is KOSA a bad bill? KOSA uses two methods to “protect” kids, and both of them are awful. First, KOSA would incentivize social media platforms to erase content that could be deemed “inappropriate” for minors. The problem is: there is no consensus on what is inappropriate for minors. All across the country we are seeing how lawmakers are attacking young people’s access to gender affirming healthcare, sex education, birth control, and abortion. Online communities and resources that queer and trans youth depend on as lifelines should not be subject to the whims of the most rightwing extremist powers and we shouldn’t give them another tool to harm marginalized communities.  Second, KOSA would ramp up the online surveillance of all internet users by expanding the use of age verification and parental monitoring tools. Not only are these tools needlessly invasive, they’re a massive safety risk for young people who could be trying to escape domestic violence and abuse.

I’ve heard there’s a new version of KOSA. What’s the deal? The new version of KOSA makes some good changes: narrowing the ability of rightwing attorneys general to weaponize KOSA to target content they don’t like and limiting the problematic “duty of care. However, because the bill is still not content neutral, KOSA still invites the harms that civil rights advocates have warned about. As LGBTQ and reproductive rights groups have said for months, the fundamental problem with KOSA is that its “duty of care” covers content specific aspects of content recommendation systems, and the new changes fail to address that. In fact, personalized recommendation systems are explicitly listed under the definition of a design feature covered by the duty of care in the new version. This means that a future Federal Trade Commission (FTC) could still use KOSA to pressure platforms into automated filtering of important, but controversial topics like LGBTQ issues and abortion, by claiming that algorithmically recommending such content “causes” mental health outcomes that are covered by the duty of care like anxiety and depression. Bans on inclusive books, abortion, and gender affirming healthcare have been passed on exactly that kind of rhetoric in many states recently. And we know that already existing content filtering systems impact content from marginalized creators exponentially more, resulting in discrimination and censorship. It’s also important to remember that algorithmic recommendation includes, for example, showing a user a post from a friend that they follow, since most platforms do not show all users all posts, but curate them in some way. As long as KOSA’s duty of care isn’t content neutral, platforms will be likely to react the same way that they did to the broad liability imposed by SESTA/FOSTA: by engaging in aggressive filtering and suppression of important, and in some cases lifesaving, content.

Why it's bad:

The way it's written (even after being changed, which the website also goes over), it is still possible for this law to be used to restrict things like queer content, discussion of reproductive rights and resources, and sexual education.

It will restrict youth's ability to use the Internet independently, essentially cutting off life support to many vulnerable people who rely on the Internet to learn that they are queer, being abused, disabled, etc.

Better alternatives:

Stop relying on ageist ideas of purity and innocence. When we focus on protecting the "purity" of youth, we dehumanize them and it becomes more about soothing adult anxieties than actually improving the lives of children.

Making sure content (sexual, violent, etc.) is marked/tagged and made avoidable for anyone who doesn't want to engage with it.

Teach children why certain things may be upsetting and how best to avoid those things.

Teach children how to recognize grooming and abuse and empower them to stop it themselves.

Teach children how to recognize fear, discomfort, trauma, and how to cope with those experiences.

The Internet makes a great boogeyman. But the idea that it is uniquely corrupting the Pure Innocent Youth relies on the idea that all children are middle-class suburban White kids from otherwise happy homes. What about the children who see police brutality on their front lawns, against their family members? How are we protecting them from being traumatized? Or children who are seeing and experiencing physical and sexual violence in their own homes, by the parents who prevent them from realizing what's happening by restricting their Internet usage? How does strengthening parent's rights stop those kids from being groomed? Or the kids who grow up in evangelical Christian homes and are given graphic descriptions of the horrors of the Apocalypse and told if they ever question their parents, they'll be left behind?

Children live in the same world we do. There are children who are already intimately aware of violence and "adult" topics because of their lived experiences. Actually protecting children means being concerned about THEIR human rights, it means empowering them to save themselves, it means giving them the tools to understand their own feelings and traumas. KOSA is just another in a long line of attempts to "save the children!" by dehumanizing them and giving more power to the people most likely to abuse them. We need to stop trying to protect children's "innocence" and appreciate that children are already growing, changing people, learning to deal with discomfort and pain and the weight of the world the same as everyone else. What people often think keeps kids safe really just keeps them ignorant and quiet.

Another explanation as to why it's bad:

[bigulalgotrading]

AI & Machine Learning: Catalysts for New Era in Algo Trading

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[ambroziadelphine]

Forgotten (Bucky Barnes x Reader) Part 6

Marvel Masterlist Part 1 Part 2 Part 3 Part 4 Part 5

We didn't know where else to go, so Steve took us to his friend's from the VA, Sam Wilson I learned his name was. He pulled up his window blinds to see all three of us worn, dirty and disheveled, much to his surprise. He opened his sliding door with a confused expression, looking at Steve who looked slightly regretful.

"Hey, man." Sam said cautiously, Steve sighing as Nat looked around. "I'm sorry about this. We need a place to lay low." He said, Nat looking at him as Sam looked between us all.

"Everyone we know is trying to kill us." Nat said as I rubbed a hand over my face.

"And everyone else we know that can help us is dead." I said, Sam taking a moment to think before he looked at Steve.

"Not everyone." He said as he stepped aside to let us in as he closed the door behind us, looking around and closing the blinds again. He let us get cleaned up as I sat with Bub practicing my grounding, his body laid over my legs as I took time feeling myself relax and try to breath, Nat on the bed as Steve washed his hands.

"You okay?" He asked Nat as she dried her hair.

"Yeah." She said, his eyes turning to me.

"How about you?" He asked an I gave a small, didn't meet my eyes smile.

"Besides being scared half to death that you two could've been killed and I would've watched it, yea, I'm okay." I said, a small unhumorous chuckle coming from both of them before Steve looked at Nat again and sighed, sitting down in front of her.

"What's going on?" He asked. Nat looking at him for a moment before pursing her lips.

"When I first joined S.H.I.E.L.D. I thought I was going straight." She said, looking away for a moment. "But I guess I just traded in the KGB for Hydra." She said, sighing as she looked at her hands.

"I thought I knew whose lies I was telling, but.." She tilted her head a little, her voice soft. "I guess I can't tell the difference anymore." She said, Steve giving a small nod and sympathetic look.

"There's a chance you might be in the wrong business." He said, making her let out a huff of a laugh before her look became serious again.

"I owe you." She said, looking at me. "Both of you." She said, Steve shaking his head at her.

"It's okay." He said, myself nodding with him but she shook her head.

"If it was the other way around, and it was down to me to save your life, now you be honest with me," She started, looking at him intensely. "Would you trust me to do it?" She asked and he took a moment, looking at her sincerely.

"I would now." He said with a nod, her face seeming surprised as he looked down. "And I'm always honest." He said, Nat smiling slightly at him.

"Well, you seem pretty chipper who just found out they died for nothing." She said jokingly, Steve leaning back against the wall as he sighed.

"Well, guess I just like to know who I'm fighting." He said, Sam coming into the room as he leaned against the wall.

"I made breakfast." He said as I smiled, looking up at him as I rubbed Bub's ears. "If you guys eat that sort of thing." He mused, moving to turn around.

"Thank you." I said to him, he gave me a small smile and nod before he went back down the stairs, Steve giving a small chuckle as we all got up and went downstairs.

"So, the question is, who at S.H.I.E.L.D. could launch a domestic missile strike?" Nat asked, Sam cleaning up as we sat at the table. "Pierce." Steve replied, a sigh coming from me. Of course that little bitch is behind this shit.

"Who happens to be sitting on top of the most secure building in the world." She said, walking around the table as Steve put on his thinking face.

"But he's not working alone." Steve said, a hand to his chin. "Zola's algorithm was on the Lemurian star." He said as I furrowed by brows.

"Didn't you wonder why Sitwell was on it?" I asked him, Nat getting a look of realization as Steve did too, taking in a breath.

"So, the real question is, how do the three most wanted people in Washington kidnap a S.H.I.E.L.D. officer in broad daylight?" He asked making me look at him confused.

"Am I really wanted too?" I asked, since I had played minimal involvement in all this this far truthfully. Steve sighed and nodded, Nat giving me a sympathetic look as I sat back and scoffed in disbelief. "Hydra never lost real control or surveillance over me, did they?" I breathed, astonished that when I thought I had escaped them, they were really all around me still this whole time. Steve gave me a firm look as he leaned forward.

"Hey, this in no way means they control you." He said, Natasha nodding as she put a hand on my shoulder.

"It'll be okay." She said as I sighed and nodded, putting my head down on the table as I closed my eyes. None of even noticed as Sam had walked out then back into the room, a file in hand.

"The answer to your problem is, you don't." He said, putting the file on the table in front of Steve, all of us looking at it in confusion.

"What's this?" Steve asked, the first paper was a photo of Sam and another guy, both geared up and smiling.

"Call it a resume." He said, a small smile appearing on my face.

"You're helping us?" I asked and he gave a small smile and shrug, Nat picking up the photo with a slightly impressed look, Steve's brows still furrowed in thought as he inspected it.

"Is this Bakhmala?" Nat asked, recognizing it. "The Khalid Khandil mission, that was you?" She asked, Sam giving a small nod as he leaned against the counter, Steve looking from the photo to him.

"You didn't say he was pararescue." She hummed to Steve, who took it in hand and looked up at Sam.

"Is this Riley?" He asked, Sam nodding.

"Yeah. " He said quietly.

"I heard they couldn't bring in the choppers because of the RPGs."

She said, looking at him. "What'd you use? A stealth chute?" She asked, Sam raising his eyebrows as he shook his head, handing the actual file to Steve.

"No. These." He said, Steve opening it as Nat and I leaned to read over his shoulders, a moment of silence passing before Steve looked up with a small smirk.

"I thought you said you were a pilot." He said, Sam giving a small laugh.

"I never said pilot." He said with a smile, Steve looking down at it before shaking his head.

"I can't ask you to do this, Sam." He said, looking back up with a nod. "You got out for a good reason." He mused, Sam raising his eyebrows as he looked at him incredulously.

"Dude, Captain America needs my help." He said making me chuckle, he had a point. "There's no better reason to get back in." He said, Steve smiling softly before nodding, holding up the file as he raised his eyebrows.

"Where can we get our hands on one of these things?" He asked. "The last one is at Fort Meade." He said, crossing his arms. "Behind three guarded gates and a 12-inch steel wall." He said, Steve looking at Nat before they both looked at me and I sighed.

"When I said I wanted a mission, I don't think I had this in mind." I said, Steve chuckling but giving a small nod to his head.

"Think you can get small enough?" He asked making me scoff, crossing my arms.

"Is this even a question?" I asked him making them chuckle before Steve looked at Sam.

"Shouldn't be a problem."

-----

Okay, I take it back, this is pretty fun! I was finally out of Fort Meade and running on the roof before I jumped off, the gear Sam needed on me as I used it to glide myself down, heading to where I was to meet everyone as I let my time stop zone end, allowing the time of the area to speed up to is natural pace as I flew through the air, eventually sizing myself up and running as long as I could to the meet up area, panting as I slowed once I got within sight of them. I waved and grinned at them, Steve ushering me over as I gave the gear to Sam who grinned.

"Okay, pipsqueaks got some skill." He said as he took it, nodding making me laugh, getting into the car with them, Bub's left at the house since this may get way too dangerous for him. It wasn't long before Steve directed us to all our positions, Sam getting in place with myself hidden away, Steve's orders. I could only watch as Sam spoke on the phone to Jasper Sitwell after he had just finished up with some kind of governor or something, seeing his reluctance but compliance as he noticed the red dot lighting up his tie making me smirk. I quickly got up and raced from roof to roof to were Steve and Nat were, grinning as I skidded to a stop beside them.

"Target is on it's way." I grinned, Nat chuckling as her and Steve went down to get Sitwell, coming up moments later and throwing him through the door, slightly startling me before Steve walked up as he stood.

"Tell me about Zola's algorithm." Sitwell, stumbling back as he put his glasses on, looking at Steve.

"Never heard of it." He lied.

"What were you doing on the Lemurian Star?" Steve asked, still walking towards him with quick strides.

"I was throwing up. I get seasick." He said making me scoff. He gasped as he hit the edge, almost falling back before Steve grabbed hold of his jacket and pulled him back, a small smirk coming to Sitwell's face.

"Is this little display meant to insinuate that you're gonna throw me off the roof?" He asked, giving Steve a testing look. "Because it's really not your style, Rogers." He said, Steve getting a tiny tiny smirk on his face.

"You're right. It's not." He said, setting him down and smoothing out Sitwell's jacket a little bit. "It's hers." He said, moving aside as Natasha kicked him off the side of the roof, Sitwell's scream comical as we all knew Sam was going to catch him.

"Oh, wait. What about that girl from Accounting, Laura.." Nat said, trying to remember the girls name as she still tried to set Steve us, who had his hands tucked in his pockets.

"Lila." He said, remembering for her as she nodded. "Lip piercing, right?" He asked, Nat nodding as she smiled.

"Yeah, she's cute." She said but Steve shook his head making me laugh.

"Yeah. I'm not ready for that." He said making me chuckle.

"You're not even ready for a girl with fake lashes, let alone piercings." I said, he rolled his eyes and scoffed as Natasha laughed just as Sitwell was brought back up to us by Sam, who tossed him back on the roof like a sack of potatoes, landing on the ground as his wings retracted and he turned to us. We walked over to Sitwell as he started to get us, trapping him between us all before he put a hand up and looked down.

"Zola's algorithm is a program for choosing Insight's targets." He panted, trying to catch his breath from almost dying.

"What targets?" He asked quickly.

"You!" He waved a hand up to us. "A TV anchor in Cairo, the Under Secretary of Defense, a high school valedictorian in Iowa City," He panted, sitting on his kneel as he rambled.

"Bruce Banner, Stephen Strange, anyone who's a threat to Hydra. Now, or in the future." He said, a hand coming over my mouth as my eyes widened. It's exactly like I thought would happen. This could mean the end of any sort of chance to fight them if they get in the air.

"In the future?" Steve asked, his brows furrowing. "How could it know?" He asked, Sitwell giving a laugh, looking up at Steve.

"How could it not?" He asked, taking a breath as he stood up. "The 21st century is a digital book. Zola taught Hydra how to read it." He said, looking between Nat and Steve.

"Your bank records, medical histories, voting patterns, emails, phone calls, your damn SAT scores!" He went on. "Zola's algorithm evaluates people's past to predict their future." He finished, Steve's look hardening.

"And what then?" He asked, Sitwell taking a moment before his eyes widened.

"Oh, my god. Pierce is gonna kill me." He muttered, Steve taking a step closer as Sam grabbed the back of his jacket.

"What then?" Steve repeated, raising his voice as Sitwell looked at him.

"Then the Insight Helicarriers scratch people off the list." He said, taking a pause as his voice shook ever so slightly. "A few million at a time." He said, our looks darkening before we all hurried into the car and set off.

Sitwell and Nat were in the back of the car as we drove on a highway bridge, I had shrunken myself small enough to sit on the center console between Steve and Sam to save room. Sitwell was looking out the windows in panic, looking out for something like someone was right around the corner.

"Hydra doesn't like leaks." Sitwell said, Sam looking at him from the rearview mirror with a scowl.

"Then why don't you try sticking a cork in it?" He asked, Nat sticking her head up front beside me.

"Insight's launching in 16 hours. We're cutting it a little bit close here." She said, Steve looking out the window with a small sigh.

"I know." He said, Sitwell still slightly panicking in the back. "We'll use him to bypass the DNA scans an access the helicarriers directly." He said, Sitwell looking at him in alarm at this plan.

"What? Are you crazy?" He asked, leaning forward. "That is a terrible, terrible idea." He said before a thud on the roof got all of our attention and I felt my heart drop. Please don't be Winter, please. A hand smashed through Sitwell's window, a metal arm grabbing him as I felt the tears in lump in my throat return as he was yanked from the car, getting immediately hit by a truck.

More thumping on top followed before Natasha made a move to the front, pushing me onto Steve as I panicked and shots were fired into the back seats, one hitting Sam's headrest which he dodged as Steve pulled the car into reverse, throwing the assailant off and in front of the car, his metal arm catching the concrete road as he slid to a stop, getting up as I felt my heart in my throat, tears filling my eyes again as we all watched him stand up. Nat went to shoot when a jeep crashed into us from behind, running us into him as he flipped back onto the roof of the car. Nat scrambled for her gun only for Winter to pull the steering wheel from Sam, literally pulling it from the car as Nat finally found her gun. The jeep ran into us again, the car hitting the curb as Winter rode on the front of the jeep.

[algos11]

Backtesting is a simulation process where a trading strategy is applied to historical market data to assess how it would have performed in the past. The primary objective is to determine whether a trading strategy is viable and to identify any potential issues or weaknesses. By analysing historical data, traders can gain insights into how their algorithmic trading software might behave in different market conditions.