Generative AI
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βœ… Welcome to Generative AI
πŸ‘¨β€πŸ’» Join us to understand and use the tech
πŸ‘©β€πŸ’» Learn how to use Open AI & Chatgpt
πŸ€– The REAL No.1 AI Community

Admin: @coderfun
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Applied Generative AI for Beginners.pdf
7.9 MB
Applied Generative AI for Beginners
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Here are two amazing SQL Projects for data analytics πŸ‘‡πŸ‘‡

Calculating Free-to-Paid Conversion Rate with SQL Project

Career Track Analysis with SQL and Tableau Project

Like this post if you need more data analytics projects in the channel πŸ˜„

Hope it helps :)
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How to Use Generative AI Effectively

1️⃣ Be Clear with Prompts
✍️ The more specific your input, the better the output. Use detailed instructions for accurate results.

2️⃣ Verify AI-Generated Content
πŸ” AI can make mistakes. Always fact-check information before using it.

3️⃣ Use AI as an Assistant, Not a Replacement
🀝 AI enhances productivity but still needs human creativity and judgment.

4️⃣ Avoid Bias and Ethical Risks
⚠ AI reflects the data it learns from. Be mindful of biases in its responses.

5️⃣ Experiment with Different Models
πŸ”„ Try multiple AI tools (GPT, DALLΒ·E, Midjourney) to see which works best for your needs.

6️⃣ Stay Updated with AI Trends
πŸ“’ AI evolves fast. Keep learning about new updates and ethical guidelines.

7️⃣ Use AI to Automate Repetitive Tasks
⏳ AI can handle tasks like summarization, translation, and data analysis, freeing up your time.

AI is a toolβ€”use it wisely to boost efficiency and creativity. πŸš€
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How Generative AI is Changing the World

1️⃣ Revolutionizing Content Creation
πŸ“ AI drafts blogs, summarizes reports, and refines content
🎨 AI generates images, logos, and even full animations
🎬 AI enhances video editing and automates scriptwriting

2️⃣ Boosting Productivity in Tech
πŸ’» AI suggests code, fixes bugs, and improves efficiency
πŸ“Š AI extracts insights from large datasets in seconds
πŸ” AI detects fraud and strengthens online security

3️⃣ Transforming Healthcare
🩺 AI improves diagnostics from X-rays and MRIs
πŸ’Š AI speeds up the process of finding new medicines
πŸ“ˆ AI analyzes patient data to prevent diseases

4️⃣ Reshaping Business & Marketing
πŸ€– AI chatbots automate customer service and support
πŸ“’ AI analyzes behavior to create targeted marketing
πŸ’° AI predicts stock trends and detects fraud

5️⃣ The Ethical & Practical Challenges
⚠ Fake content & deepfakes can mislead people
⚠ AI reflects biases from its training data
⚠ Automation may replace certain jobs

6️⃣ The Future of AI
πŸ”Ή AI will become more efficient and less costly
πŸ”Ή Regulations will improve ethical AI use
πŸ”Ή AI will enhance human creativity, not replace it

Generative AI is here to stay. Are we ready to use it responsibly? πŸš€
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PERCENTAGE GROWTH IN REVENUE FROM GENERATIVE AI ENGINES (Jan - Aug 2024)
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LLM Project Ideas πŸ‘†
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Top Platforms for Building Data Science Portfolio

Build an irresistible portfolio that hooks recruiters with these free platforms.

Landing a job as a data scientist begins with building your portfolio with a comprehensive list of all your projects. To help you get started with building your portfolio, here is the list of top data science platforms. Remember the stronger your portfolio, the better chances you have of landing your dream job.

1. GitHub
2. Kaggle
3. LinkedIn
4. Medium
5. MachineHack
6. DagsHub
7. HuggingFace

7 Websites to Learn Data Science for FREEπŸ§‘β€πŸ’»

βœ… w3school
βœ… datasimplifier
βœ… hackerrank
βœ… kaggle
βœ… geeksforgeeks
βœ… leetcode
βœ… freecodecamp
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ML Engineer vs Data Engineer βœ…
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Step-by-Step Approach to Learn Generative AI

➊ Learn AI & Deep Learning Basics β†’ Neural Networks, Supervised vs. Unsupervised Learning
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βž‹ Master Python & Essential Libraries β†’ NumPy, Pandas, TensorFlow, PyTorch
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➌ Understand Neural Networks β†’ Activation Functions, Backpropagation, Optimizers
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➍ Learn GANs (Generative Adversarial Networks) β†’ Generator vs. Discriminator, Training Stability
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➎ Explore Variational Autoencoders (VAEs) β†’ Latent Space, KL Divergence
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➏ NLP & Large Language Models (LLMs) β†’ Transformers, BERT, GPT, Tokenization
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➐ Text-to-Image & Multimodal Models β†’ Stable Diffusion, DALLΒ·E, CLIP
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βž‘ Fine-tuning & Deployment β†’ Custom Model Training, APIs, Model Optimization

Free Generative AI Resources: https://whatsapp.com/channel/0029VazaRBY2UPBNj1aCrN0U
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Google, Harvard, and even OpenAI are offering FREE Generative AI courses (no payment required) πŸŽ“

Here are 8 FREE courses to master AI in 2024:

1. Google AI Courses
5 courses covering generative AI from the ground up
https://www.cloudskillsboost.google/paths/118

2. Microsoft AI Course
Basics of AI, neural networks, and deep learning
https://microsoft.github.io/AI-For-Beginners/

3. Introduction to AI with Python (Harvard)
7-week course exploring AI concepts and algorithms
https://www.edx.org/learn/artificial-intelligence/harvard-university-cs50-s-introduction-to-artificial-intelligence-with-python

4. ChatGPT Prompt Engineering for Devs (OpenAI & DeepLearning)
Best practices and hands-on prompting experience
https://www.deeplearning.ai/short-courses/chatgpt-prompt-engineering-for-developers/

5. LLMOps (Google Cloud & DeepLearning)
Learn the LLMOps pipeline and deploy custom LLMs
https://www.deeplearning.ai/short-courses/llmops/
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Startup ideas with Generative AI
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1. Personalized wellness AI: Develop an AI platform that analyzes users' lifestyle habits, health data, and preferences to provide personalized recommendations for improving overall wellness.

2. AI-powered virtual assistant for small businesses: Create a virtual assistant that uses AI to help small business owners manage tasks such as scheduling appointments, sending reminders, and handling customer inquiries.

3. AI-powered content creation tool: Develop an AI tool that can generate high-quality written content, such as blog posts or social media updates, based on a user's input and preferences.

4. AI-driven personalized shopping experience: Build an AI platform that analyzes users' browsing history, purchase behavior, and preferences to recommend personalized product suggestions and discounts.

5. AI-powered mental health support platform: Create an AI-driven platform that provides personalized mental health support, including therapy sessions, coping strategies, and resources for managing stress and anxiety.

6. AI-driven sustainability platform: Develop an AI platform that helps businesses and individuals track their carbon footprint, set sustainability goals, and receive personalized recommendations for reducing environmental impact.

7. AI-powered language learning platform: Build an AI platform that uses natural language processing and machine learning to personalize language learning experiences for users, helping them improve their proficiency in a new language.

8. AI-driven financial planning tool: Create an AI tool that analyzes users' financial data, spending habits, and goals to provide personalized recommendations for budgeting, saving, and investing.

9. AI-powered talent recruitment platform: Develop an AI platform that uses data analytics and machine learning to match job seekers with employers based on their skills, experience, and preferences.

10. AI-driven personalized travel planning platform: Build an AI platform that analyzes users' travel preferences, budget, and interests to recommend personalized travel itineraries, accommodations, and activities.
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AI & ML Project Ideas
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