Gamee 5, уавпц, Kyiv (2025)

21/08/2023

Integration of artificial intelligence (AI) in trading is one of the trends in stock market trading. In theory, neural networks can "revolutionize" traders' approach to the market, automate many trading and analysis processes. In this article, we will examine the main paths of neural network development in trading. We will also discuss the flip side of the coin - addressing the current negative aspects of AI application in trading.
Attention! This article is purely informational and does not contain investment recommendations and trading advice.

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Table of Contents

How neural networks can be used in trading
Weaknesses of neural networks in trading
Conclusion
How neural networks can be used in trading
Advanced sentiment analysis
Artificial intelligence can conduct advanced analysis of market sentiments using natural language processing (NLP) and machine learning algorithms. Traders can specify aspects for classifying data related to specific cryptocurrencies or projects. This will help better understand market sentiments and tailor trading strategies to them. With the help of algorithmic sentiment analysis, it is also possible to detect changes in sentiments before they become widespread.
Combatting fraud
Neural network-based systems can constantly monitor transactions and activity on the blockchain, detecting anomalies and fraudulent actions. Algorithms can timely report double spending or suspicious transaction patterns.
Social media monitoring
AI can scan massive amounts of data from social networks, identify popular topics, discussions, and sentiments related to cryptocurrencies. Based on this information, the neural network can predict potential market changes, assess the prospects of new projects, and opportunities for investments.
Individual trading bots
Artificial intelligence can create personalized trading bots. These bots can be customized to the goals, preferences, and risk profile of traders. Bots can analyze the market and make trading decisions based on each user's profile. Feedback can be provided to the algorithm, making its usage more flexible.
Portfolio optimization
AI-based systems can rebalance a cryptocurrency portfolio. Market conditions, risk factors, and individual user preferences are taken into account as criteria. This can make asset diversification highly efficient. The neural network can also model various market scenarios, providing recommendations for portfolio adjustments based on them.
Integration with IoT (Internet of Things) devices
AI-based trading platforms can be integrated with IoT devices. This will open new horizons for neural networks in trading. For example, users may be able to make trading decisions and perform operations using voice commands or other interfaces. This can create a more flexible user experience, making trading accessible to a wider range of users.
Education and training
Depending on the user's progress and learning style, AI-based platforms can expedite the process of training traders. Educational content can be dynamically adjusted to the trader's personal characteristics, goals, and learning style on the go.
Automated market making
Trading algorithms have long been used by market makers and liquidity providers. Artificial intelligence can enhance the market-making process, ensuring greater liquidity and stability in the cryptocurrency market. For example, AI can analyze data from the order book and adjust the bid-ask spread. In theory, this can provide narrow spreads, fast order ex*****on, and overall market efficiency improvement.
Weaknesses of neural networks in trading
Limited understanding of market nuances.

15/08/2023

Dietician Svitlana Fus explained why it is not advisable to overconsume fruits and berries and what impact they have on our body.

Fruits and berries are perhaps the most beloved plant-based foods in comparison to vegetables during autumn and summer. Like vegetables, they contain vitamins and minerals, water, ascorbic acid with antioxidants, and dietary fiber. However, fruits and berries are sweeter. It is the content of simple carbohydrates - glucose and fructose, which provide this sweetness, that limits their quantity in the daily diet. "Why?" you might ask. However, the explanation is simple. The more simple carbohydrates in our diet, regardless of their source, the higher the likelihood of converting them into fats. And fats, as we know, are stored in deposits, which not only increases the size of our clothing but also harms our health.

For the same reason, it is not recommended to excessively consume fruit and berry juices in summer. Firstly, the amount of simple carbohydrates in a glass of fruit juice is greater than what can be obtained from the recommended daily portion of fruits. For example, from one apple, you can obtain 50-70 ml of juice, so there will be more than one apple in a glass of juice. Especially if the juices also contain added sugar. Secondly, during the preparation of fruit and berry juices, the valuable part - dietary fiber - is removed. In summer, it is much more beneficial to consume smoothies made from a mixture of vegetables and greens with a small addition of fruits and berries.

You can eat any fruits and berries. The key is moderation. The ratio of vegetables to fruit and berry consumption in a balanced diet should be approximately 2:1. If the norm for vegetables is 400-500 g, then you can consume 200-250 g of fruits and berries.

Fruits, berries, and vegetables quench thirst well during hot weather and do so even better than any artificially sweetened drinks. They not only help maintain water balance but also, thanks to dietary fiber, bind and remove metabolic waste products from the body.

Often, we like to snack on fruits and notice that after such snacks, the desire to eat returns quickly. Beware of overeating in this situation! This is due to the fact that fruits and berries are easily and rapidly digested. Additionally, they contain a large amount of organic acids which, upon reaching the stomach, irritate its walls, increase its secretory function, and the function of the pancreas. This action of acids can not only increase appetite but also cause painful sensations.

It is better to consume fruits and berries before the main meal. Or combine them with cereals, dairy products, and add them to vegetable salads. Besides consuming them fresh, they can also be used in the form of sauces for meat, fish, and poultry. It is better to consume sweeter fruits during the daytime, so that sugars (glucose, fructose) that they contain have time to be utilized and not deposited as fat.

Heat treatment reduces the vitamin content in fruits and berries. Therefore, it is always better to eat fresh fruits rather than make compotes and preserves, which may also contain a lot of sugar. Just like vegetables, fruits and berries can be frozen. Consuming them during the winter will increase the nutritional value of your meals.

Monitor the content of fructose and glucose from other sources, such as honey, dried fruits, and confectionery products, to reduce the risk of excessive consumption of simple carbohydrates in your diet.

Adjust your "fruit plate" as needed based on your health condition. For example, in cases of gastritis with increased acidity, it is not recommended to consume sour berries and fruits, while in cases of obesity and diabetes - sweet ones. Consumption of fruit juices, sweet compotes, and a large amount of fruits is a risk factor for developing gout. An excess of fructose can increase the production of uric acid and contribute to the formation of kidney stones. Add fruits and berries to your daily diet. This will make your meals diverse, tasty, and healthy. Not just in autumn or summer. Just remember to maintain moderation.

10/08/2023

Вчені назвали сім здорових звичок: які можуть удвічі знизити ризик інсульту, навіть у тому разі, коли є генетична схильність до нього.

В наш час вчені навчилися досліджувати генетичну схильність людини до тих чи тих захворювань. Наприклад, зараз лікарі досить точно можуть сказати, хто має більш високий ризик розвитку серцево-судинних захворювань і, зокрема, інсульту. Змінити генетику ми не можемо, але знизити цей ризик і прожити більш довге та здорове життя нам цілком до снаги.

Видання Daily Mail наводить результати дослідження, опублікованого в Журналі Американської кардіологічної асоціації, які говорять про те, що правильне харчування та регулярні фізичні вправи можуть навіть компенсувати будь-який генетичний ризик.

Генетика vs здоровий спосіб життя
Експерти відстежували стан здоров'я 11568 дорослих у віці від 45 до 64 років у середньому протягом 28 років.

Учасники з найбільшим генетичним ризиком та найгіршим здоров'ям серця мали найвищий ризик інсульту протягом життя – близько 25%.

Але для тих, хто дотримувався семи правил профілактики інсульту, цей показник падав на 30–43%, як показав аналіз результатів.

Дотримання правил також збільшило тривалість життя без інсульту майже на шість років.

У найбільш здоровій групі, в якій були люди, які ведуть здоровий спосіб життя без схильності до інсульту, було найменше випадків інсульту — 6%, у той час як у тих хто найменше дотримувався правил профілактики ризик інсульту, був близько 57%.

За словами провідного автора професора Міріам Форнейдж, генетика з Техаського університету у Г'юстоні, результати дають надію. Вони показують, що незалежно від вашої спадкової схильності, ви можете уникнути інсульту і прожити довге здорове життя, якщо вестимете здоровий спосіб життя і дотримуватиметеся правил профілактики.

Які 7 простих правил життя можуть знизити ризик інсульту:
Правильне харчування
Регулярні тренування
Не курити
Стежити за масою тіла
Підтримувати нормальний артеріальний тиск
Контролювати холестерин
Контролювати рівень цукру в крові
Інсульт: 8 факторів ризику
Чинниками, які навпаки можуть спровокувати інсульт є:

вік;
високий кров'яний тиск;
куріння;
ожиріння;
малорухливий спосіб життя;
діабет;
миготлива аритмія;
сімейний анамнез та наявність в анамнезі інсульту або мікроінсульту.
Інсульт: 5 основних симптомів
Дуже важливо, за перших симптомів інсульту звернутися до лікаря, це значно підвищить шанси на виживання та одужання. Основними симптомами інсульту лікарі називають:

раптове оніміння чи слабкість обличчя, руки чи ноги, особливо з одного боку тіла;
раптова плутанина, проблеми з мовленням чи розумінням;
раптове погіршення або помутніння зору в одному або обох очах;
раптові проблеми з ходьбою, запаморочення, втрата рівноваги чи координації;
раптовий сильний головний біль без відомої причини.
Інсульт часто призводить до смерті та глибокої інвалідизації, тому дуже важливо оцінити ризики та дотримуватися семи правил профілактики, навіть тоді, коли у вас немає спадкової схильності до інсульту.

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