Artificial Intelligence


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๐Ÿ”ฐ Machine Learning & Artificial Intelligence Free Resources

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๐‡๐จ๐ฐ ๐ญ๐จ ๐๐ž๐ ๐ข๐ง ๐‹๐ž๐š๐ซ๐ง๐ข๐ง๐  ๐€๐ˆ ๐€๐ ๐ž๐ง๐ญ๐ฌ

๐Ÿ”น ๐‹๐ž๐ฏ๐ž๐ฅ ๐Ÿ: ๐…๐จ๐ฎ๐ง๐๐š๐ญ๐ข๐จ๐ง๐ฌ ๐จ๐Ÿ ๐†๐ž๐ง๐€๐ˆ ๐š๐ง๐ ๐‘๐€๐†

โ–ช๏ธ Introduction to Generative AI (GenAI): Understand the basics of Generative AI, its key use cases, and why it's important in modern AI development.

โ–ช๏ธ Large Language Models (LLMs): Learn the core principles of large-scale language models like GPT, LLaMA, or PaLM, focusing on their architecture and real-world applications.

โ–ช๏ธ Prompt Engineering Fundamentals: Explore how to design and refine prompts to achieve specific results from LLMs.

โ–ช๏ธ Data Handling and Processing: Gain insights into data cleaning, transformation, and preparation techniques crucial for AI-driven tasks.

๐Ÿ”น ๐‹๐ž๐ฏ๐ž๐ฅ ๐Ÿ: ๐€๐๐ฏ๐š๐ง๐œ๐ž๐ ๐‚๐จ๐ง๐œ๐ž๐ฉ๐ญ๐ฌ ๐ข๐ง ๐€๐ˆ ๐€๐ ๐ž๐ง๐ญ๐ฌ

โ–ช๏ธ API Integration for AI Models: Learn how to interact with AI models through APIs, making it easier to integrate them into various applications.

โ–ช๏ธ Understanding Retrieval-Augmented Generation (RAG): Discover how to enhance LLM performance by leveraging external data for more informed outputs.

โ–ช๏ธ Introduction to AI Agents: Get an overview of AI agentsโ€”autonomous entities that use AI to perform tasks or solve problems.

โ–ช๏ธ Agentic Frameworks: Explore popular tools like LangChain or OpenAIโ€™s API to build and manage AI agents.

โ–ช๏ธ Creating Simple AI Agents: Apply your foundational knowledge to construct a basic AI agent.

โ–ช๏ธ Agentic Workflow Overview: Understand how AI agents operate, focusing on planning, execution, and feedback loops.

โ–ช๏ธ Agentic Memory: Learn how agents retain context across interactions to improve performance and consistency.

โ–ช๏ธ Evaluating AI Agents: Explore methods for assessing and improving the performance of AI agents.

โ–ช๏ธ Multi-Agent Collaboration: Delve into how multiple agents can collaborate to solve complex problems efficiently.

โ–ช๏ธ Agentic RAG: Learn how to integrate Retrieval-Augmented Generation techniques within AI agents, enhancing their ability to use external data sources effectively.

Join for more AI Resources: https://t.me/machinelearning_deeplearning


๐—ฆ๐—ค๐—Ÿ ๐—™๐—ฅ๐—˜๐—˜ ๐—–๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ย ๐Ÿ˜

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To start with Machine Learning:

1. Learn Python
2. Practice using Google Colab


Take these free courses:

https://t.me/datasciencefun/290

If you need a bit more time before diving deeper, finish the Kaggle tutorials.

At this point, you are ready to finish your first project: The Titanic Challenge on Kaggle.

If Math is not your strong suit, don't worry. I don't recommend you spend too much time learning Math before writing code. Instead, learn the concepts on-demand: Find what you need when needed.

From here, take the Machine Learning specialization in Coursera. It's more advanced, and it will stretch you out a bit.

The top universities worldwide have published their Machine Learning and Deep Learning classes online. Here are some of them:

https://t.me/datasciencefree/259

Many different books will help you. The attached image will give you an idea of my favorite ones.

Finally, keep these three ideas in mind:

1. Start by working on solved problems so you can find help whenever you get stuck.
2. ChatGPT will help you make progress. Use it to summarize complex concepts and generate questions you can answer to practice.
3. Find a community on LinkedIn or ๐• and share your work. Ask questions, and help others.

During this time, you'll deal with a lot. Sometimes, you will feel it's impossible to keep up with everything happening, and you'll be right.

Here is the good news:

Most people understand a tiny fraction of the world of Machine Learning. You don't need more to build a fantastic career in space.

Focus on finding your path, and Write. More. Code.

That's how you win.โœŒ๏ธโœŒ๏ธ


Forward from: Star Union News
๐Ÿ’ฉDonald Trump is a poor piece of shit. He owes trillions of USD to serious people. Everyone will pay their dues. OPEC+ is not playing.

#projectDune #DeepSeek #CIA #FBI #found #theBoys #Homelander

๐Ÿ‡ช๐Ÿ‡บ Keep up with the latest Star Union Newsย  ๐Ÿ–ฅ


Emotional damage ๐Ÿ˜‚


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๐—ง๐—ผ๐—ฝ ๐—™๐—ฟ๐—ฒ๐—ฒ ๐—ฃ๐˜†๐˜๐—ต๐—ผ๐—ป ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ ๐—ณ๐—ผ๐—ฟ ๐—•๐—ฒ๐—ด๐—ถ๐—ป๐—ป๐—ฒ๐—ฟ๐˜€๐Ÿ˜

Python is one of the most versatile and in-demand programming languages today.

Whether youโ€™re a beginner or looking to refresh your coding skills, these beginner-friendly courses will guide you step by step.

๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป ๐—™๐—ผ๐—ฟ ๐—™๐—ฅ๐—˜๐—˜๐Ÿ‘‡:-

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All The Bestย ๐ŸŽ‰


๐Ÿ† โ€“ AI/ML Engineer

Stage 1 โ€“ Python Basics
Stage 2 โ€“ Statistics & Probability
Stage 3 โ€“ Linear Algebra & Calculus
Stage 4 โ€“ Data Preprocessing
Stage 5 โ€“ Exploratory Data Analysis (EDA)
Stage 6 โ€“ Supervised Learning
Stage 7 โ€“ Unsupervised Learning
Stage 8 โ€“ Feature Engineering
Stage 9 โ€“ Model Evaluation & Tuning
Stage 10 โ€“ Deep Learning Basics
Stage 11 โ€“ Neural Networks & CNNs
Stage 12 โ€“ RNNs & LSTMs
Stage 13 โ€“ NLP Fundamentals
Stage 14 โ€“ Deployment (Flask, Docker)
Stage 15 โ€“ Build projects

Free Webinar Session to learn AI/ML

ENJOY LEARNING ๐Ÿ‘๐Ÿ‘


๐—™๐—ฅ๐—˜๐—˜ ๐—ง๐—ฒ๐—ฐ๐—ต ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ ๐—ง๐—ผ ๐—œ๐—บ๐—ฝ๐—ฟ๐—ผ๐˜ƒ๐—ฒ ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€๐—ฒ๐˜ย ๐Ÿ˜

โœ…ย Artificial Intelligenceย โ€“ Master AI & Machine Learning
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Join this free webinar session to get a complete roadmapโ€”applications, scholarships, and more!

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Machine Learning Roadmap ๐Ÿ‘†


Open Source LLMs Part-1


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๐— ๐—ถ๐—ฐ๐—ฟ๐—ผ๐˜€๐—ผ๐—ณ๐˜ ๐—™๐—ฅ๐—˜๐—˜ ๐—–๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ย ๐Ÿ˜

- Artificial Intelligence for Beginners
- Data Science for Beginners
- Machine Learning for Beginners
ย 
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Should we worry or relax ๐Ÿ˜‚


Machine Learning Algorithms & Time Complexity


Forward from: Programing Books
๐— ๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ ๐——๐—ฎ๐˜๐—ฎ ๐—”๐—ป๐—ฎ๐—น๐˜†๐˜๐—ถ๐—ฐ๐˜€, ๐—ฃ๐˜†๐˜๐—ต๐—ผ๐—ป, ๐—”๐—œ & ๐—ฆ๐—ค๐—Ÿ ๐—ณ๐—ผ๐—ฟ ๐—™๐—ฅ๐—˜๐—˜ ๐˜„๐—ถ๐˜๐—ต ๐—œ๐—•๐— !๐Ÿ˜

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Developer: I trained AI. (2015) โœ…

AI: Now I train you. (2024) ๐Ÿ˜‚๐Ÿ”ฅ

Free AI Resources: ๐Ÿ‘‡
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How to revolutionize Hollywood with AI.

Unlock new possibilities:

1. Voice Cloning

Clone voices of Hollywood icons:

โ€ข Legally clone and use voices with permission.
โ€ข Recreate iconic voices for new projects.
โ€ข Preserve legendary performances for future generations.

2. Custom Voices

Create unique voices for your projects:

โ€ข Generate up to 20 seconds of dialogue.
โ€ข Select from preset voice options or create your own.

3. Lip Sync Tool

Bring still characters to life:

โ€ข Use ElevenLabs's Lip Sync tool.
โ€ข Select a face and add a script.
โ€ข Generate videos with synchronized lip movements.

AI is reshaping the industry, voice cloning is part of a broader trend.

Filmmakers can now recreate voices of iconic actors.


๐—ง๐—ผ๐—ฝ ๐Ÿฑ ๐——๐—ฎ๐˜๐—ฎ ๐—ฆ๐—ฐ๐—ถ๐—ฒ๐—ป๐—ฐ๐—ฒ ๐—™๐—ฅ๐—˜๐—˜ ๐—–๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ย ๐Ÿ˜

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2)SQL for Data Science

3)Python for Data Science

4)Introduction to Data Science

5)Data Science Projectsย 

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