Roadmap to Building AI Agents

1. Master Python Programming – Build a solid foundation in Python, the primary language for AI development.

2. Understand RESTful APIs – Learn how to send and receive data via APIs, a crucial part of building interactive agents.

3. Dive into Large Language Models (LLMs) – Get a grip on how LLMs work and how they power intelligent behavior.

4. Get Hands-On with the OpenAI API – Familiarize yourself with GPT models and tools like function calling and assistants.

5. Explore Vector Databases – Understand how to store and search high-dimensional data efficiently.

6. Work with Embeddings – Learn how to generate and query embeddings for context-aware responses.

7. Implement Caching and Persistent Memory – Use databases to maintain memory across interactions.

8. Build APIs with Flask or FastAPI – Serve your agents as web services using these Python frameworks.

9. Learn Prompt Engineering – Master techniques to guide and control LLM responses.

10. Study Retrieval-Augmented Generation (RAG) – Learn how to combine external knowledge with LLMs.

11. Explore Agentic Frameworks – Use tools like LangChain and LangGraph to structure your agents.

12. Integrate External Tools – Learn to connect agents to real-world tools and APIs (like using MCP).

13. Deploy with Docker – Containerize your agents for consistent and scalable deployment.

14. Control Agent Behavior – Learn how to set limits and boundaries to ensure reliable outputs.

15. Implement Safety and Guardrails – Build in mechanisms to ensure ethical and safe agent behavior.

React ❤️ for more

Meta AI launched Locate 3D, an AI for 3D object localization

Particularly useful in robotics, it can help humanoids and other systems understand and interact more naturally with their surroundings

Model, data, and code are all available on HF

𝗪𝗮𝗻𝘁 𝘁𝗼 𝗕𝗼𝗼𝘀𝘁 𝗬𝗼𝘂𝗿 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀 𝗦𝗸𝗶𝗹𝗹𝘀 𝗳𝗼𝗿 𝗙𝗥𝗘𝗘?😍

YouTube has your back! Here’s a full learning path to take your analytics game from beginner to confident analyst — all through real-world examples and expert walkthroughs💡

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Save this post and start learning step by step!✅️

You can use ChatGPT to make money online.

Here are 10 prompts by ChatGPT

1. Develop Email Newsletters:

Make interesting email newsletters to keep audience updated and engaged.

Prompt→ "I run a local community news website. Can you help me create a weekly email newsletter that highlights key local events, stories, and updates in a compelling way?"

2. Create Online Course Material:

Make detailed and educational online course content.

Prompt→ "I'm creating an online course about basic programming for beginners. Can you help me generate a syllabus and detailed lesson plans that cover fundamental concepts in an easy-to-understand manner?"

3. Ghostwrite eBooks:

Use ChatGPT to write eBooks on different topics for online sale.

Prompt→ "I want to publish an eBook about healthy eating habits. Can you help me outline and ghostwrite the chapters, focusing on practical tips and easy recipes?"

4. Compose Music Reviews or Critiques:

Use ChatGPT to write detailed reviews of music, albums, and artists.

Prompt: "I run a music review blog. Can you help me write a detailed review of the latest album by [Artist Name], focusing on their musical style, lyrics, and overall impact?"

5. Develop Mobile App Content:

Use ChatGPT to create mobile app content like denoscriptions, guides, and FAQs.

Prompt: "I'm developing a fitness app and need help writing the app denoscription for the store, user instructions, and a list of frequently asked questions."

6. Create Resume Templates:

Use ChatGPT to create diverse resume templates for various jobs.

Prompt→ "I want to offer a range of professional resume templates on my website. Can you help me create five different templates, each tailored to a specific career field like IT, healthcare, and marketing?"

7. Write Travel Guides:

Use ChatGPT to write travel guides with tips and itineraries for different places.

Prompt→ "I'm creating a travel blog about European cities. Can you help me write a comprehensive guide for first-time visitors to Paris, including must-see sights, local dining recommendations, and travel tips?"

8. Draft Legal Documents:

Use ChatGPT to write basic legal documents like contracts and terms of service.

Prompt→ "I need to draft a terms of service document for my new e-commerce website. Can you help me create a draft that covers all necessary legal points in clear language?"

9. Write Video Game Reviews:

Use ChatGPT to write engaging video game reviews, covering gameplay and graphics.

Prompt→ "I run a gaming blog. Can you help me write a detailed review of the latest [Game Title], focusing on its gameplay mechanics, storyline, and graphics quality?"

10. Develop Personal Branding Materials:

Use ChatGPT to help build a personal branding package, including bios, LinkedIn profiles, and website content.

Prompt→ "I'm a freelance graphic designer looking to strengthen my personal brand. Can you help me write a compelling biography, update my LinkedIn profile, and create content for my portfolio website?"

ENJOY LEARNING 👍👍

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𝗛𝗼𝘄 𝘁𝗼 𝗚𝗲𝘁 𝗦𝘁𝗮𝗿𝘁𝗲𝗱 𝗶𝗻 𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 𝘄𝗶𝘁𝗵 𝗭𝗲𝗿𝗼 𝗘𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲!🧠⚡

AI might sound complex. But guess what?
You don’t need a PhD or 5 years of experience to break into this field.

Here’s your 6-step beginner roadmap to launch your AI journey the smart way👇

🔹 𝗦𝘁𝗲𝗽 𝟭: Learn the Basics of Python (Your AI Superpower)
Python is the language of AI.
✅ Learn variables, loops, functions, and data structures
✅ Practice with platforms like W3Schools, SoloLearn, or Replit
✅ Understand NumPy & Pandas basics (they’ll be your go-to tools)

🔹 𝗦𝘁𝗲𝗽 𝟮: Understand What AI Really Is
Before diving deep, get clarity.
✅ What is AI vs ML vs Deep Learning?
✅ Learn core concepts like Supervised vs Unsupervised Learning
✅ Follow beginner-friendly YouTubers like “StatQuest” or “Codebasics”

🔹 𝗦𝘁𝗲𝗽 𝟯: Build Simple AI Projects (Even as a Beginner)
Start applying your skills with fun mini-projects:
✅ Spam Email Classifier
✅ House Price Predictor
✅ Rock-Paper-Scissors Game using AI
Pro Tip: Use scikit-learn for most of these!

🔹 𝗦𝘁𝗲𝗽 𝟰: Get Comfortable with Data (AI Runs on It!)
AI = Algorithms + Data
✅ Learn basic data cleaning with Pandas
✅ Explore simple datasets from Kaggle or UCI ML Repository
✅ Practice EDA (Exploratory Data Analysis) with Matplotlib & Seaborn

🔹 𝗦𝘁𝗲𝗽 𝟱: Take Free AI Courses (No Cost Learning)
You don’t need a fancy bootcamp to start learning.
✅ “AI For Everyone” by Andrew Ng (Coursera)
✅ “Machine Learning with Python” by IBM (edX)
✅ Kaggle’s Learn Track: Intro to ML

🔹 𝗦𝘁𝗲𝗽 𝟲: Join AI Communities & Share Your Work
✅ Join AI Discord servers, Reddit threads, and LinkedIn groups
✅ Post your projects on GitHub
✅ Engage in AI hackathons, challenges, and build in public
Your network = Your next opportunity.

🎯 𝗬𝗼𝘂𝗿 𝗙𝗶𝗿𝘀𝘁 𝗔𝗜 𝗣𝗿𝗼𝗷𝗲𝗰𝘁 = 𝗬𝗼𝘂𝗿 𝗘𝗻𝘁𝗿𝘆 𝗣𝗼𝗶𝗻𝘁
It’s not about knowing everything—it’s about starting.
Consistency will compound.
You’ll go from “beginner” to “builder” faster than you think.

Free Artificial Intelligence Resources: https://whatsapp.com/channel/0029VaoePz73bbV94yTh6V2E

#ai

Here are 7 ChatGPT Prompts to Elevate Your Skills to Superhuman Levels (PART 2):

1. Goal-Setting for Multiple Interests:

I have diverse interests in [insert multiple fields or hobbies]. Can you help me create a goal-setting strategy that allows me to pursue all of them effectively without feeling overwhelmed?

2. Rewrite in a Shakespearean Voice:

Transform this modern text [insert text] into something that could have been written by Shakespeare. Include rich metaphors, dramatic flair, and Elizabethan English to reflect his distinctive style.

3. Pomodoro Multitasking for Multiple Projects:

I have several overlapping projects in [insert field]. Can you help me create a Pomodoro Technique schedule that allows me to divide my time between each task without losing focus or momentum?

4. Curiosity-Driven Growth:

Design a mindset shift plan that encourages me to approach problems in [insert context] with curiosity instead of frustration. Include exercises that challenge my assumptions and foster a growth-oriented perspective.

5. Lead Magnet Launcher:

Assume the role of a digital marketing strategist. Suggest high-converting lead magnets that can be created in Canva for [insert business type], addressing specific audience pain points such as [insert common challenges].

6. Resume Transformation Expert:

Assume the role of a resume transformation expert. I’m updating my resume for a career change to [insert new field]. Can you help me restructure my resume to highlight my transferable skills, key accomplishments, and relevant experience that align with my new career goals?

7. Confidence-Building Specialist:

Assume the role of a confidence-building specialist. I often struggle with self-confidence in [insert context]. Can you design a 30-day confidence-boosting plan that includes positive affirmations, goal-setting, and small daily actions to build my confidence gradually?

𝟯 𝗙𝗿𝗲𝗲 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁 𝗔𝘇𝘂𝗿𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗣𝗮𝘁𝗵𝘀 𝘁𝗼 𝗠𝗮𝘀𝘁𝗲𝗿 𝗗𝗮𝘁𝗮 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴😍

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Enjoy Learning ✅️

𝗙𝗿𝗲𝗲 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝘁𝗼 𝗞𝗶𝗰𝗸𝘀𝘁𝗮𝗿𝘁 𝗬𝗼𝘂𝗿 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲 𝗝𝗼𝘂𝗿𝗻𝗲𝘆 𝗶𝗻 𝟮𝟬𝟮𝟱😍

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Here are 3 amazing courses to build a strong foundation in Exploratory Data Analysis, SQL, and Python👨‍💻📌

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Take the first step towards your dream career!✅️

TYPES OF INTELLIGENCE

4 types of Intelligence:

1) Intelligence Quotient (IQ)
2) Emotional Quotient (EQ)
3) Social Quotient (SQ)
4) Adversity Quotient (AQ)

1. Intelligence Quotient (IQ): this is the measure of your level of comprehension. You need IQ to solve maths, memorize things, and recall lessons.

2. Emotional Quotient (EQ): this is the measure of your ability to maintain peace with others, keep to time, be responsible, be honest, respect boundaries, be humble, genuine and considerate.
3. Social Quotient (SQ): this is the measure of your ability to build a network of friends and maintain it over a long period of time.

People that have higher EQ and SQ tend to go further in life than those with a high IQ but low EQ and SQ. Most schools capitalize on improving IQ levels while EQ and SQ are played down.

Develop their IQ, as well as their EQ, SQ and AQ. They should become multifaceted human beings able to do things independently of their parents.
4. The Adversity Quotient (AQ): The measure of your ability to go through a rough patch in life, and come out of it without losing your mind.

When faced with troubles, AQ determines who will give up, who will abandon their family, and who will consider suicide.

Parents please expose your children to other areas of life than just Academics. They should adore manual labour (never use work as a form of punishment), Sports and Arts.

ChatGPT Cheatsheet

#chatgpt

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List of AI Project Ideas 👨🏻‍💻🤖 -

Beginner Projects

🔹 Sentiment Analyzer
🔹 Image Classifier
🔹 Spam Detection System
🔹 Face Detection
🔹 Chatbot (Rule-based)
🔹 Movie Recommendation System
🔹 Handwritten Digit Recognition
🔹 Speech-to-Text Converter
🔹 AI-Powered Calculator
🔹 AI Hangman Game

Intermediate Projects

🔸 AI Virtual Assistant
🔸 Fake News Detector
🔸 Music Genre Classification
🔸 AI Resume Screener
🔸 Style Transfer App
🔸 Real-Time Object Detection
🔸 Chatbot with Memory
🔸 Autocorrect Tool
🔸 Face Recognition Attendance System
🔸 AI Sudoku Solver

Advanced Projects

🔺 AI Stock Predictor
🔺 AI Writer (GPT-based)
🔺 AI-powered Resume Builder
🔺 Deepfake Generator
🔺 AI Lawyer Assistant
🔺 AI-Powered Medical Diagnosis
🔺 AI-based Game Bot
🔺 Custom Voice Cloning
🔺 Multi-modal AI App
🔺 AI Research Paper Summarizer

Join for more: https://news.1rj.ru/str/machinelearning_deeplearning

𝗕𝗿𝗲𝗮𝗸 𝗜𝗻𝘁𝗼 𝗗𝗲𝗲𝗽 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗶𝗻 𝟮𝟬𝟮𝟱 𝘄𝗶𝘁𝗵 𝗧𝗵𝗶𝘀 𝗙𝗥𝗘𝗘 𝗠𝗜𝗧 𝗖𝗼𝘂𝗿𝘀𝗲😍

If you’re serious about AI, you can’t skip Deep Learning—and this FREE course from MIT is one of the best ways to start👨‍💻📌

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𝐋𝐢𝐧𝐤👇:-

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Useful WhatsApp channels to learn AI Tools 🤖

ChatGPT: https://whatsapp.com/channel/0029VapThS265yDAfwe97c23

OpenAI: https://whatsapp.com/channel/0029VbAbfqcLtOj7Zen5tt3o

Deepseek: https://whatsapp.com/channel/0029Vb9js9sGpLHJGIvX5g1w

Perplexity AI: https://whatsapp.com/channel/0029VbAa05yISTkGgBqyC00U

Copilot: https://whatsapp.com/channel/0029VbAW0QBDOQIgYcbwBd1l

Generative AI: https://whatsapp.com/channel/0029VazaRBY2UPBNj1aCrN0U

Prompt Engineering: https://whatsapp.com/channel/0029Vb6ISO1Fsn0kEemhE03b

Artificial Intelligence: https://whatsapp.com/channel/0029VaoePz73bbV94yTh6V2E

Grok AI: https://whatsapp.com/channel/0029VbAU3pWChq6T5bZxUk1r

Deeplearning AI: https://whatsapp.com/channel/0029VbAKiI1FSAt81kV3lA0t

AI Studio: https://whatsapp.com/channel/0029VbAWNue1iUxjLo2DFx2U

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𝗙𝗥𝗘𝗘 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝗧𝗼 𝗘𝗻𝗿𝗼𝗹𝗹 𝗜𝗻 𝟮𝟬𝟮𝟱 😍

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