PROFESSIONAL TECH TIPS: LAB IDEAS

Efficient input parameter management is crucial in software development, especially in trading system design. Working with input parameters traditionally involves repetitive code prone to errors. This library simplifies those routines by focusing on object-oriented programming (OOP) principles. In the context of a trading advisor, using OOP enhances code readability and integration into complex systems.

When handling input parameters, consider an OOP-alternative approach. It reduces code complexity by encapsulating repetitive tasks and ultimately limiting error probability. This reduction enables more focus on trade logic rather than technical overhead. The library enables storing and retrieving parameter sets as strings, facilitating quick adjustments and clear parameter set visualization.

Additionally, the modular nature of OOP allows hiding repetitive code in...

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#MQL5 #MT5 #OOP

Machine Learning Roadmap 2026

#MachineLearning #DeepLearning #AI #NeuralNetworks #DataScience #DataAnalysis #LLM #python

https://t.me/CodeProgrammer

🔅 Building a Recommendation System with Python Machine Learning and AI

https://t.me/Python53 ❤️

⚠️ Key Events This Week

This week is driven by policy risk and positioning around the Fed. A rate decision and Powell’s tone land in the middle of heavy megacap earnings, while political headlines add tail risk late in the week.

🔴Monday

• Markets react to 100% Canada tariff threat
• Markets react to 75% probability of U.S. government shutdown

These are headline-driven moves. Tariff risk feeds directly into inflation expectations and cross-border trade sentiment. Shutdown odds affect risk appetite and front-end rates through fiscal uncertainty.

🟡 Tuesday

• January Consumer Confidence
This offers a read on household demand and sentiment after recent policy noise. Weakness would lean toward growth caution rather than immediate policy repricing.

🔴Wednesday

• Fed interest rate decision
• Powell press conference
• Microsoft $MSFT earnings
• Tesla $TSLA earnings
• Meta $META earnings

This is the core event cluster. The Fed sets the policy framework, while Powell’s language shapes rate expectations. Earnings from AI and growth bellwethers test whether equity optimism can hold under tighter financial conditions.

🟡 Thursday

• Initial jobless claims
• Apple $AAPL earnings
Labor data feeds into the growth side of the Fed reaction function. Apple adds a consumer and megacap read that can spill into broader index sentiment.

🟡 Friday

• U.S. PPI inflation
• U.S. government shutdown deadline
PPI matters for the inflation pipeline and margin pressure. The shutdown deadline is a binary risk that can override macro signals if headlines escalate.

Main focus: Wednesday’s Fed decision and earnings cluster, with Friday’s shutdown deadline as a secondary risk trigger.

✅ @trading

Gattoboxes are about to go on sale!

Mysterious merchants are rushing to the GattoVerse. At 15:00 UTC, they will place their wonderful boxes with valuable contents on store shelves.

This time, the Mythical Gattoboxes will be available for $GTON, and several promotions will apply to all purchases:

🎁 Basic Builder's Set
Among everyone who buys 5 or more Regular Gattoboxes, we will raffle off up* to 100 sets of 2 random rare resources

🎁 Advanced Builder's Set
Among everyone who buys 5 or more Rare Gattoboxes, we will raffle off up* to 50 sets of 1 random mythical resource and 50 sets of 2 silver coins

🎁 Deluxe Builder's Set
Among everyone who purchases 5 or more Mythic Gattoboxes, we will raffle off up* to 25 sets of 1 random legendary resource and 50 sets of 10 silver coins

🎁 Genetically Modified Set
Among everyone who buys 5 or more Legendary Gattoboxes, we will raffle off 5 regular and 2 perfect mutagens

🍓 Restaurateur Set
Among everyone who buys 5 or more Delicious Gattoboxes, we will raffle off 10 sets of 15 random rare foods and 10 random mythical foods

🧊 Lucky Set
Among everyone who catches and buys at least one Paradoxical Gattobox, we will raffle off $150 in TON for in-game spending

The event will last two days. The gattobox pool will be replenished tomorrow, January 15, at 09:00 UTC. We remind you that one week after receipt, all unopened gattoboxes will burn.

* — No more than one set per person.

Stay alert and take advantage of the offer before everything is gone!

👀RU

Гаттобоксы вот-вот поступят в продажу!

Загадочные торговцы спешат в мир Gatto. В 16:00 по московскому времени они разместят на полках магазина свои чудесные коробочки с ценным содержимым.

В этот раз мифические гаттобоксы будут доступны за $GTON, а на все покупки действует сразу несколько акций:

🎁 Базовый набор строителя
Среди всех, кто купит от 5 обычных гаттобоксов, мы разыграем до* 100 наборов по 2 случайных редких ресурса

🎁 Продвинутый набор строителя
Среди всех, кто купит от 5 редких гаттобоксов, мы разыграем до* 50 наборов по 1 случайному мифическому ресурсу и 50 наборов по 2 серебряных монеты

🎁 Роскошный набор строителя
Среди всех, кто купит от 5 мифических гаттобоксов, мы разыграем до* 25 наборов по 1 случайному легендарному ресурсу и 50 наборов по 10 серебряных монет

🎁 Генно-модифицированный набор
Среди всех, кто купит от 5 легендарных гаттобоксов, мы разыграем 5 обычных и 2 идеальных мутагена

🍓 Набор ресторатора
Среди всех, кто купит от 5 вкусных гаттобоксов, мы разыграем 10 наборов по 15 случайной редкой еды и 10 случайной мифической еды

🧊 Удачливый набор
Среди всех, кто поймает и купит хотя бы один парадоксальный гаттобокс, мы разыграем $150 в TON для внутриигровых трат

Событие продлится два дня. Пул гаттобоксов пополнится завтра, 15 января, в 12:00 по московскому времени. Напоминаем, что через неделю после получения все не распакованные гаттобоксы будут сгорать.

* — Не более одного набора на одного человека.

Будьте начеку и успейте воспользоваться предложением, пока всё не разобрали!

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In this #repository, there are 29 projects with Generative #AI,#MachineLearning, and #Deep +Learning.

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Formerly (Twitter) X co-founder Jack Dorsey has launched "Bitchat" a bold new messaging app that operates without mobile data, Wi-Fi, or any internet connection.

It uses Bluetooth mesh networks to relay encrypted messages directly phone-to-phone via nearby devices, keeping people connected during outages, emergencies, protests, or in low connectivity areas 🌍

Bitchat delivers more private, resilient communication independent of big networks proving true innovation sometimes means ditching the internet entirely.

That's amazing 🤩

🔅 Building a Recommendation System with Python Machine Learning and AI