Artificial Intelligence | AI Tools | Coding Books
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๐Ÿ”“Unlock Your Coding Potential with ChatGPT
๐Ÿš€ Your Ultimate Guide to Ace Coding Interviews!
๐Ÿ’ป Coding tips, practice questions, and expert advice to land your dream tech job.


For Promotions: @love_data
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Want to become an Agent AI Expert in 2025?

๐ŸคฉAI isnโ€™t just evolvingโ€”itโ€™s transforming industries. And agentic AI is leading the charge!

Hereโ€™s your 6-step guide to mastering it:

1๏ธโƒฃ Master AI Fundamentals โ€“ Python, TensorFlow & PyTorch ๐Ÿ“Š
2๏ธโƒฃ Understand Agentic Systems โ€“ Learn reinforcement learning ๐Ÿง 
3๏ธโƒฃ Get Hands-On with Projects โ€“ OpenAI Gym & Rasa ๐Ÿ”
4๏ธโƒฃ Learn Prompt Engineering โ€“ Tools like ChatGPT & LangChain โš™๏ธ
5๏ธโƒฃ Stay Updated โ€“ Follow Arxiv, GitHub & AI newsletters ๐Ÿ“ฐ
6๏ธโƒฃ Join AI Communities โ€“ Engage in forums like Reddit & Discord ๐ŸŒ

๐ŸŽฏ AI Agent is all about creating intelligent systems that can make decisions autonomouslyโ€”perfect for businesses aiming to scale with minimal human intervention.
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Number of billionaires.

๐Ÿ‡บ๐Ÿ‡ธ US: 735
๐Ÿ‡จ๐Ÿ‡ณ China: 495
๐Ÿ‡ฎ๐Ÿ‡ณ India: 169
๐Ÿ‡ฉ๐Ÿ‡ช Germany: 126
๐Ÿ‡ท๐Ÿ‡บ Russia: 105
๐Ÿ‡ญ๐Ÿ‡ฐ Hong Kong: 66
๐Ÿ‡ฎ๐Ÿ‡น Italy: 64
๐Ÿ‡จ๐Ÿ‡ฆ Canada: 63
๐Ÿ‡น๐Ÿ‡ผ Taiwan: 52
๐Ÿ‡ฌ๐Ÿ‡ง UK: 52
๐Ÿ‡ง๐Ÿ‡ท Brazil: 51
๐Ÿ‡ฆ๐Ÿ‡บ Australia: 47
๐Ÿ‡ซ๐Ÿ‡ท France: 43
๐Ÿ‡จ๐Ÿ‡ญSwitzerland: 41
๐Ÿ‡ฏ๐Ÿ‡ต Japan: 40
๐Ÿšจ Google search traffic is dropping: AI is to blame

A new study confirms what many suspected: AI Overviews in Google Search are stealing clicks from both paid and organic results. Websites that donโ€™t get featured in AI summaries are seeing their traffic plummet.

Analyzing 10,000 keywords, researchers found that when AI Overviews appear, organic click-through rates drop from 1.41% to 0.64%, while paid search CTR also declines. But for those featured in AI summaries, CTR actually increases.

With Google shifting more answers into AI-generated summaries, websites relying on search traffic could be in for a rough ride.
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What is CompTIA Certification?

CompTIA Certifications are considered one of the most trusted credentials in the IT industry as it accurately reflects employee success. CompTIA engages international focus groups and IT leaders from around the world that define various certification programs and helps you to create CompTIA certification exams.
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How to Start a Career with CompTIA Certification?

If you are looking to start an IT career with a renowned certification, which has global recognition and ready-for acceptance by the employers, then CompTIA certification is the best way to start. This certification helps you to build critical thinking and problem-solving abilities, which is imperative in the modern enterprise network.

The certification programs come in easy-to-learn ways to suit your time and convenience. You could take up a self-study or instruction-based learning. It is also meant for students, educators, technocrats, entrepreneurs, and enterprises with a single motto of advancing the information technology for a not-for-profit cause.
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6 Technologies used to create Netflix โœ…
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Relatable? ๐Ÿ˜‚
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Projected change in population for every European country between 2025 and 2100.

๐Ÿ‡ช๐Ÿ‡บ Europe: -152.2M (-20%)

๐Ÿ‡บ๐Ÿ‡ฆ Ukraine: -23.8M
๐Ÿ‡ฎ๐Ÿ‡น Italy: -23.8M
๐Ÿ‡ต๐Ÿ‡ฑ Poland: -18.8M
๐Ÿ‡ท๐Ÿ‡บ Russia: -17.6M
๐Ÿ‡ช๐Ÿ‡ธ Spain: -14.8M
๐Ÿ‡ฉ๐Ÿ‡ช Germany: -13.1M
๐Ÿ‡ท๐Ÿ‡ด Romania: -8.1M
๐Ÿ‡ง๐Ÿ‡พ Belarus: -4.6M
๐Ÿ‡ฌ๐Ÿ‡ท Greece: -3.7M
๐Ÿ‡ง๐Ÿ‡ฌ Bulgaria: -3.2M
๐Ÿ‡ท๐Ÿ‡ธ Serbia: -3.0M
๐Ÿ‡จ๐Ÿ‡ฟ Czechia: -2.4M
๐Ÿ‡ญ๐Ÿ‡บ Hungary: -2.2M
๐Ÿ‡ธ๐Ÿ‡ฐ Slovakia: -2.1M
๐Ÿ‡ง๐Ÿ‡ฆ Bosnia & Herzegovina: -1.8M
๐Ÿ‡ฆ๐Ÿ‡น Austria: -1.7M
๐Ÿ‡ญ๐Ÿ‡ท Croatia: -1.7M
๐Ÿ‡ต๐Ÿ‡น Portugal: -1.7M
๐Ÿ‡ฑ๐Ÿ‡น Lithuania: -1.6M
๐Ÿ‡ฆ๐Ÿ‡ฑ Albania: -1.6M
๐Ÿ‡ฒ๐Ÿ‡ฉ Moldova: -1.5M
๐Ÿ‡ซ๐Ÿ‡ฎ Finland: -1.0M
๐Ÿ‡ฒ๐Ÿ‡ฐ North Macedonia: -950.8K
๐Ÿ‡ฑ๐Ÿ‡ป Latvia: -928.2K
๐Ÿ‡ณ๐Ÿ‡ฑ Netherlands: -839.3K
๐Ÿ‡ง๐Ÿ‡ช Belgium: -697.8K
๐Ÿ‡ฝ๐Ÿ‡ฐ Kosovo: -579.4K
๐Ÿ‡ช๐Ÿ‡ช Estonia: -518.7K
๐Ÿ‡ธ๐Ÿ‡ฎ Slovenia: -485.0K
๐Ÿ‡ฒ๐Ÿ‡ช Montenegro: -306.7K
๐Ÿ‡ณ๐Ÿ‡ด Norway: -209.5K
๐Ÿ‡ฒ๐Ÿ‡น Malta: -185.5K
๐Ÿ‡ฉ๐Ÿ‡ฐ Denmark: -139.3K
๐Ÿ‡ฎ๐Ÿ‡ธ Iceland: -35.7K
๐Ÿ‡ฆ๐Ÿ‡ฉ Andorra: -35.7K
๐Ÿ‡ฎ๐Ÿ‡ช Ireland: -21.9K
๐Ÿ‡ธ๐Ÿ‡ฒ San Marino: -2.4K
๐Ÿ‡ฒ๐Ÿ‡จ Monaco: +9.1K
๐Ÿ‡ฑ๐Ÿ‡ฎ Liechtenstein: +3.5K
๐Ÿ‡ฑ๐Ÿ‡บ Luxembourg: +67.5K
๐Ÿ‡จ๐Ÿ‡ญ Switzerland: +158.7K
๐Ÿ‡ธ๐Ÿ‡ช Sweden: +710.3K
๐Ÿ‡ซ๐Ÿ‡ท France: +1.8M
๐Ÿ‡ฌ๐Ÿ‡ง UK: +4.8M

Data is sourced from the UN World Population Prospects 2024.
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Data Analyst vs Data Scientist ๐Ÿ‘†
Finally Europe begins the understand that AI is more than just a trend - its a technological revolution and necessity if we want to stay on top as a nation.

The only two questions are:

- Are we too late or do we still have a chance to catch up?

- And also how exactly we want to participate. A separate frontier model will probably be unnecessary. AI infrastructure and hyperscalers in the EU, on the other hand, will be necessary
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Introduction to Computer Science and Programming in Python

๐Ÿ“ฃNo registration or download required
๐Ÿ†“ Free Online Course
๐Ÿƒโ€โ™‚๏ธ Self paced
Resources ๐Ÿ’ป : Slides & Notes
โŒ›๏ธLabs
๐Ÿงญ Problem Sets / Codes
Created by ๐Ÿ‘จโ€๐Ÿซ: MIT

Video lessons ๐ŸŽฅ
Slides and code ๐Ÿ‘จโ€๐Ÿ’ป

๐Ÿ”— COURSE LINK
๐ŸŒŸUnlock the Power of AI with SPOTO Free Resources! ๐ŸŒŸ

๐Ÿ’ป Whatโ€™s Available:
> ๐Ÿ“šComprehensive eBooks on AI fundamentals
> ๐ŸŒ In-depth guides on machine learning techniques
> ๐Ÿ‘จโ€๐Ÿ’ป Useful tutorials and videos

๐Ÿ“ฅ๐Ÿ”—Download for Free AI Materials:https://bit.ly/43ux8rh
๐Ÿ”—๐Ÿ“Download Free Python/AI/Microsoft/Excel Study Course:https://bit.ly/43bi9lD

๐Ÿ”—Join Study Group: https://bit.ly/3tJnqBk
๐Ÿ“ฒContact for 1v1 IT Certs Exam Help: https://wa.link/uxgf0c
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Artificial Intelligence isn't easy!

Itโ€™s the cutting-edge field that enables machines to think, learn, and act like humans.

To truly master Artificial Intelligence, focus on these key areas:

0. Understanding AI Fundamentals: Learn the basic concepts of AI, including search algorithms, knowledge representation, and decision trees.


1. Mastering Machine Learning: Since ML is a core part of AI, dive into supervised, unsupervised, and reinforcement learning techniques.


2. Exploring Deep Learning: Learn neural networks, CNNs, RNNs, and GANs to handle tasks like image recognition, NLP, and generative models.


3. Working with Natural Language Processing (NLP): Understand how machines process human language for tasks like sentiment analysis, translation, and chatbots.


4. Learning Reinforcement Learning: Study how agents learn by interacting with environments to maximize rewards (e.g., in gaming or robotics).


5. Building AI Models: Use popular frameworks like TensorFlow, PyTorch, and Keras to build, train, and evaluate your AI models.


6. Ethics and Bias in AI: Understand the ethical considerations and challenges of implementing AI responsibly, including fairness, transparency, and bias.


7. Computer Vision: Master image processing techniques, object detection, and recognition algorithms for AI-powered visual applications.


8. AI for Robotics: Learn how AI helps robots navigate, sense, and interact with the physical world.


9. Staying Updated with AI Research: AI is an ever-evolving fieldโ€”stay on top of cutting-edge advancements, papers, and new algorithms.



Artificial Intelligence is a multidisciplinary field that blends computer science, mathematics, and creativity.

๐Ÿ’ก Embrace the journey of learning and building systems that can reason, understand, and adapt.

โณ With dedication, hands-on practice, and continuous learning, youโ€™ll contribute to shaping the future of intelligent systems!

Data Science & Machine Learning Resources: https://topmate.io/coding/914624

Credits: https://t.iss.one/datasciencefun

Like if you need similar content ๐Ÿ˜„๐Ÿ‘

Hope this helps you ๐Ÿ˜Š

#ai #datascience
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