12 Essential Math Theories for AI
Understanding AI requires a foundation in core mathematical concepts. Here are twelve key theories that deepen your AI knowledge:
Curse of Dimensionality:
Challenges with high-dimensional data.
Law of Large Numbers:
Reliability improves with larger datasets.
Central Limit Theorem:
Sample means approach a normal distribution.
Bayes' Theorem:
Updates probabilities with new data.
Overfitting & Underfitting:
Finding balance in model complexity.
Gradient Descent:
Optimizes model performance.
Information Theory:
Efficient data compression.
Markov Decision Processes:
Models for decision-making.
Game Theory:
Insights on agent interactions.
Statistical Learning Theory:
Basis for prediction models.
Hebbian Theory:
Neural networks learning principles.
Convolution:
Image processing in AI.
Familiarity with these theories will greatly enhance understanding of AI development and its underlying principles. Each concept builds a foundation for advanced topics and applications.
Understanding AI requires a foundation in core mathematical concepts. Here are twelve key theories that deepen your AI knowledge:
Curse of Dimensionality:
Challenges with high-dimensional data.
Law of Large Numbers:
Reliability improves with larger datasets.
Central Limit Theorem:
Sample means approach a normal distribution.
Bayes' Theorem:
Updates probabilities with new data.
Overfitting & Underfitting:
Finding balance in model complexity.
Gradient Descent:
Optimizes model performance.
Information Theory:
Efficient data compression.
Markov Decision Processes:
Models for decision-making.
Game Theory:
Insights on agent interactions.
Statistical Learning Theory:
Basis for prediction models.
Hebbian Theory:
Neural networks learning principles.
Convolution:
Image processing in AI.
Familiarity with these theories will greatly enhance understanding of AI development and its underlying principles. Each concept builds a foundation for advanced topics and applications.
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Forwarded from Data Analysis Books | Python | SQL | Excel | Artificial Intelligence | Power BI | Tableau | AI Resources
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🤖 A selection of Ai services to help cryptan
⭕️ Stable Diffusion: AI picture generator. You can set different number of parameters, choose number of images (up to 12 variations). A great thing about this service is that when you run out of free credits you just register a new account for a temporary email.
⭕️ Summarize.tech: a great service that will make you a summary of a Youtube video. You just paste in a link and you'll know what's being talked about in seconds
⭕️ Perplexity AI: a search engine that combines AI and Google. Great for searching and processing information.
⭕️ MidJourney: the AI image generator everyone knows about, better in quality than Stable Diffusion above but with a worse interface because it is a discord and also after the free credits you have to buy or create a new ds account.
⭕️ Synthesia: text to video generator. You give him the text (which again can be generated) and quite real AI character will read it out. A powerful thing, which will soon replace a lot of your work.
⭕️ ChatGPT: an obvious, yet very useful tool that allows you to write and translate articles on any subject. Many people know about it, but this list couldn't be complete without it.
⭕️ Slidesai: a service for creating presentations. Just give it the text that ChatGPT generated and it will give you a finished presentation. On the free plan, you can make 3 presentations a month. If you need more, just make a new account.
❓ Would you be interested in discussing the topic of artificial intelligence in more detail?
👍 - Yes, of course
👎 - No
⭕️ Stable Diffusion: AI picture generator. You can set different number of parameters, choose number of images (up to 12 variations). A great thing about this service is that when you run out of free credits you just register a new account for a temporary email.
⭕️ Summarize.tech: a great service that will make you a summary of a Youtube video. You just paste in a link and you'll know what's being talked about in seconds
⭕️ Perplexity AI: a search engine that combines AI and Google. Great for searching and processing information.
⭕️ MidJourney: the AI image generator everyone knows about, better in quality than Stable Diffusion above but with a worse interface because it is a discord and also after the free credits you have to buy or create a new ds account.
⭕️ Synthesia: text to video generator. You give him the text (which again can be generated) and quite real AI character will read it out. A powerful thing, which will soon replace a lot of your work.
⭕️ ChatGPT: an obvious, yet very useful tool that allows you to write and translate articles on any subject. Many people know about it, but this list couldn't be complete without it.
⭕️ Slidesai: a service for creating presentations. Just give it the text that ChatGPT generated and it will give you a finished presentation. On the free plan, you can make 3 presentations a month. If you need more, just make a new account.
❓ Would you be interested in discussing the topic of artificial intelligence in more detail?
👍 - Yes, of course
👎 - No
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🤖 Top 5+ must-have AI tools for various tasks, along with their official links for easy access:
---
1. ChatGPT (by OpenAI)
🚀 Use Case: Content creation, coding assistance, brainstorming, and general-purpose AI conversations.
🔹 https://openai.com/chatgpt
---
2. Notion AI
🚀 Use Case: Writing, summarizing, organizing notes, and project management.
🔹 https://www.notion.so/product/ai
---
3. MidJourney
🚀 Use Case: AI-generated art and creative visuals.
🔹 https://www.midjourney.com
---
4. Grammarly
🚀 Use Case: Grammar checking, tone adjustment, and writing enhancement.
🔹 https://www.grammarly.com
---
5. Canva (with AI Tools)
🚀 Use Case: Graphic design, presentations, and social media content creation.
🔹 https://www.canva.com
🤖 Bonus Tools:
✅ Hugging Face: For AI models and datasets.
🔹 https://huggingface.co
✅Otter.ai: For trannoscription and meeting notes.
🔹 https://otter.ai
✅ DeepSeek Chat: For advanced AI-powered conversations and assistance.
🔹 https://deepseek.com
---
1. ChatGPT (by OpenAI)
🚀 Use Case: Content creation, coding assistance, brainstorming, and general-purpose AI conversations.
🔹 https://openai.com/chatgpt
---
2. Notion AI
🚀 Use Case: Writing, summarizing, organizing notes, and project management.
🔹 https://www.notion.so/product/ai
---
3. MidJourney
🚀 Use Case: AI-generated art and creative visuals.
🔹 https://www.midjourney.com
---
4. Grammarly
🚀 Use Case: Grammar checking, tone adjustment, and writing enhancement.
🔹 https://www.grammarly.com
---
5. Canva (with AI Tools)
🚀 Use Case: Graphic design, presentations, and social media content creation.
🔹 https://www.canva.com
🤖 Bonus Tools:
✅ Hugging Face: For AI models and datasets.
🔹 https://huggingface.co
✅Otter.ai: For trannoscription and meeting notes.
🔹 https://otter.ai
✅ DeepSeek Chat: For advanced AI-powered conversations and assistance.
🔹 https://deepseek.com
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𝗚𝗼𝗼𝗴𝗹𝗲 𝗙𝗥𝗘𝗘 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗖𝗼𝘂𝗿𝘀𝗲𝘀😍
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Whether you’re a beginner or looking to sharpen your skills, these resources will help you stay ahead in the tech game.
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🖥 7 Ways to Use Chat GPT to Make Money
Chat GPT can help you with a lot of ideas and you can implement it any way you like, there are endless possibilities.
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These free, Microsoft-backed courses are a game-changer!
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I just signed up for Hack the Future: A Gen AI Sprint Powered by Data—a nationwide hackathon where you'll tackle real-world challenges using Data and AI. It’s a golden opportunity to work with industry experts, participate in hands-on workshops, and win exciting prizes.
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People are creating action figures with ChatGPT.
Here's how to do it:
→ Go to ChatGPT-4o
→ Upload a close image of a person.
Then copy-paste this prompt:
"Create image. Create a toy of the person in the photo. Let it be an action figure. Next to the figure, there should be the toy’s equipment, each in its individual blisters. 1) a book called “Tecnoforma”. 2) A 3-headed dog with a tag that says “Troika” and a bone at its feet with word “austerity” written on it. 3) a three-headed Hydra with a tag called “Geringonça”. 4) a book noscriptd “D. Sebastião”. Don’t repeat the equipment under any circumstances. The card holding the blister should be a strong orange. Also, on top of the box, write ‘Pedro Passos Coelho’ and underneath it, ‘PSD action figure’. The figure and equipment must all be inside blisters. Visualize this in a realistic way."
Here's how to do it:
→ Go to ChatGPT-4o
→ Upload a close image of a person.
Then copy-paste this prompt:
"Create image. Create a toy of the person in the photo. Let it be an action figure. Next to the figure, there should be the toy’s equipment, each in its individual blisters. 1) a book called “Tecnoforma”. 2) A 3-headed dog with a tag that says “Troika” and a bone at its feet with word “austerity” written on it. 3) a three-headed Hydra with a tag called “Geringonça”. 4) a book noscriptd “D. Sebastião”. Don’t repeat the equipment under any circumstances. The card holding the blister should be a strong orange. Also, on top of the box, write ‘Pedro Passos Coelho’ and underneath it, ‘PSD action figure’. The figure and equipment must all be inside blisters. Visualize this in a realistic way."
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