๐ 23 Years of SPOTO โ Claim Your Free IT Certs Prep Kit!
๐ฅWhether you're preparing for #Python, #AI, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #Excel, #comptia, #ITIL, #cloud or any other in-demand certification โ SPOTO has got you covered!
โ Free Resources :
ใปFree Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS courses: https://bit.ly/4lk4m3c
ใปIT Certs E-book: https://bit.ly/4bdZOqt
ใปIT Exams Skill Test: https://bit.ly/4sDvi0b
ใปFree AI material and support tools: https://bit.ly/46TpsQ8
ใปFree Cloud Study Guide: https://bit.ly/4lk3dIS
๐ Join SPOTO 23rd anniversary Lucky Draw:
๐ฑ iPhone 17
๐free order
๐ Amazon Gift Card $50/$100
๐ AI/CCNA/PMP Course Training + Study Material + eBook
Enter the Draw ๐: https://bit.ly/3NwkceD
๐ Become Part of Our IT Learning Circle! resources and support:
https://chat.whatsapp.com/Cnc5M5353oSBo3savBl397
๐ฌ Want exam help? Chat with an admin now!
wa.link/rozuuw
โฐLast Chance โ Get It Before Itโs Gone!
๐ฅWhether you're preparing for #Python, #AI, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #Excel, #comptia, #ITIL, #cloud or any other in-demand certification โ SPOTO has got you covered!
โ Free Resources :
ใปFree Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS courses: https://bit.ly/4lk4m3c
ใปIT Certs E-book: https://bit.ly/4bdZOqt
ใปIT Exams Skill Test: https://bit.ly/4sDvi0b
ใปFree AI material and support tools: https://bit.ly/46TpsQ8
ใปFree Cloud Study Guide: https://bit.ly/4lk3dIS
๐ Join SPOTO 23rd anniversary Lucky Draw:
๐ฑ iPhone 17
๐free order
๐ Amazon Gift Card $50/$100
๐ AI/CCNA/PMP Course Training + Study Material + eBook
Enter the Draw ๐: https://bit.ly/3NwkceD
๐ Become Part of Our IT Learning Circle! resources and support:
https://chat.whatsapp.com/Cnc5M5353oSBo3savBl397
๐ฌ Want exam help? Chat with an admin now!
wa.link/rozuuw
โฐLast Chance โ Get It Before Itโs Gone!
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๐ Building our own mini-Skynet โ a collection of 10 powerful AI repositories from big tech companies
1. Generative AI for Beginners and AI Agents for Beginners
Microsoft provides a detailed explanation of generative AI and agent architecture: from theory to practice.
2. LLMs from Scratch
Step-by-step assembly of your own GPT to understand how LLMs are structured "under the hood".
3. OpenAI Cookbook
An official set of examples for working with APIs, RAG systems, and integrating AI into production from OpenAI.
4. Segment Anything and Stable Diffusion
Classic tools for computer vision and image generation from Meta and the CompVis research team.
5. Python 100 Days and Python Data Science Handbook
A powerful resource for Python and data analysis.
6. LLM App Templates and ML for Beginners
Ready-made app templates with LLMs and a structured course on classic machine learning.
If you want to delve deeply into AI or start building your own projects โ this is an excellent starting kit.
tags: #github #LLM #AI #ML
โก๏ธ https://t.me/CodeProgrammer
1. Generative AI for Beginners and AI Agents for Beginners
Microsoft provides a detailed explanation of generative AI and agent architecture: from theory to practice.
2. LLMs from Scratch
Step-by-step assembly of your own GPT to understand how LLMs are structured "under the hood".
3. OpenAI Cookbook
An official set of examples for working with APIs, RAG systems, and integrating AI into production from OpenAI.
4. Segment Anything and Stable Diffusion
Classic tools for computer vision and image generation from Meta and the CompVis research team.
5. Python 100 Days and Python Data Science Handbook
A powerful resource for Python and data analysis.
6. LLM App Templates and ML for Beginners
Ready-made app templates with LLMs and a structured course on classic machine learning.
If you want to delve deeply into AI or start building your own projects โ this is an excellent starting kit.
tags: #github #LLM #AI #ML
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How a CNN sees images simplified ๐ง
1. Input โ Image breaks into pixels (RGB numbers)
2. Feature Extraction
ยท Convolution โ Detects edges/patterns
ยท ReLU โ Kills negatives, adds non-linearity
ยท Pooling โ Shrinks data, keeps what matters
3. Fully Connected โ Flattens features into meaning
4. Output โ Probability scores: Cat? Dog? Car?
Why powerful: Learns hierarchically โ edges โ shapes โ objects
Pixels to predictions. That's it. ๐
#DeepLearning #CNN #ComputerVision #AI
https://t.me/CodeProgrammer
1. Input โ Image breaks into pixels (RGB numbers)
2. Feature Extraction
ยท Convolution โ Detects edges/patterns
ยท ReLU โ Kills negatives, adds non-linearity
ยท Pooling โ Shrinks data, keeps what matters
3. Fully Connected โ Flattens features into meaning
4. Output โ Probability scores: Cat? Dog? Car?
Why powerful: Learns hierarchically โ edges โ shapes โ objects
Pixels to predictions. That's it. ๐
#DeepLearning #CNN #ComputerVision #AI
https://t.me/CodeProgrammer
โค10๐5
๐ 23 Years of SPOTO โ Claim Your Free IT Certs Prep Kit!
๐ฅWhether you're preparing for #Python, #AI, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #Excel, #comptia, #ITIL, #cloud or any other in-demand certification โ SPOTO has got you covered!
โ Free Resources :
ใปFree Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS courses: https://bit.ly/4lk4m3c
ใปIT Certs E-book: https://bit.ly/4bdZOqt
ใปIT Exams Skill Test: https://bit.ly/4sDvi0b
ใปFree AI material and support tools: https://bit.ly/46TpsQ8
ใปFree Cloud Study Guide: https://bit.ly/4lk3dIS
๐ Become Part of Our IT Learning Circle! resources and support:
https://chat.whatsapp.com/Cnc5M5353oSBo3savBl397
๐ฌ Want exam help? Chat with an admin now!
wa.link/rozuuw
๐ฅWhether you're preparing for #Python, #AI, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #Excel, #comptia, #ITIL, #cloud or any other in-demand certification โ SPOTO has got you covered!
โ Free Resources :
ใปFree Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS courses: https://bit.ly/4lk4m3c
ใปIT Certs E-book: https://bit.ly/4bdZOqt
ใปIT Exams Skill Test: https://bit.ly/4sDvi0b
ใปFree AI material and support tools: https://bit.ly/46TpsQ8
ใปFree Cloud Study Guide: https://bit.ly/4lk3dIS
๐ Become Part of Our IT Learning Circle! resources and support:
https://chat.whatsapp.com/Cnc5M5353oSBo3savBl397
๐ฌ Want exam help? Chat with an admin now!
wa.link/rozuuw
โค3
๐ฅ2026 New IT Certification Prep Kit โ Free!
SPOTO cover: #Python #AI #Cisco #PMI #Fortinet #AWS #Azure #Excel #CompTIA #ITIL #Cloud + more
โ Grab yours free kit now:
โข Free Courses (Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS)
๐ https://bit.ly/3Ogtn3i
โข IT Certs E-book
๐ https://bit.ly/41KZlru
โข IT Exams Skill Test
๐ https://bit.ly/4ve6ZbC
โข Free AI Materials & Support Tools
๐ https://bit.ly/4vagTuw
โข Free Cloud Study Guide
๐ https://bit.ly/4c3BZCh
๐ฌ Need exam help? Contact admin: wa.link/w6cems
โ Join our IT community: get free study materials, exam tips & peer support
https://chat.whatsapp.com/BiazIVo5RxfKENBv10F444
SPOTO cover: #Python #AI #Cisco #PMI #Fortinet #AWS #Azure #Excel #CompTIA #ITIL #Cloud + more
โ Grab yours free kit now:
โข Free Courses (Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS)
๐ https://bit.ly/3Ogtn3i
โข IT Certs E-book
๐ https://bit.ly/41KZlru
โข IT Exams Skill Test
๐ https://bit.ly/4ve6ZbC
โข Free AI Materials & Support Tools
๐ https://bit.ly/4vagTuw
โข Free Cloud Study Guide
๐ https://bit.ly/4c3BZCh
๐ฌ Need exam help? Contact admin: wa.link/w6cems
โ Join our IT community: get free study materials, exam tips & peer support
https://chat.whatsapp.com/BiazIVo5RxfKENBv10F444
โค11
๐ Thrilled to announce a major milestone in our collective upskilling journey! ๐
I am incredibly excited to share a curated ecosystem of high-impact resources focused on Machine Learning and Artificial Intelligence. By consolidating a comprehensive library of PDFsโfrom foundational onboarding to advanced strategic insightsโinto a single, unified repository, we are effectively eliminating search friction and accelerating our learning velocity. ๐โจ
This initiative represents a powerful opportunity to align our technical growth with future-ready priorities, ensuring we are always ahead of the curve. ๐ก๐
โ๏ธ Unlock your potential here:
https://github.com/Ramakm/AI-ML-Book-References
#MachineLearning #AI #ContinuousLearning #GrowthMindset #TechCommunity #OpenSource
I am incredibly excited to share a curated ecosystem of high-impact resources focused on Machine Learning and Artificial Intelligence. By consolidating a comprehensive library of PDFsโfrom foundational onboarding to advanced strategic insightsโinto a single, unified repository, we are effectively eliminating search friction and accelerating our learning velocity. ๐โจ
This initiative represents a powerful opportunity to align our technical growth with future-ready priorities, ensuring we are always ahead of the curve. ๐ก๐
โ๏ธ Unlock your potential here:
https://github.com/Ramakm/AI-ML-Book-References
#MachineLearning #AI #ContinuousLearning #GrowthMindset #TechCommunity #OpenSource
2โค19๐10๐พ1
๐ก Level Up Your IT Career in 2026 โ For FREE
Areas covered: #Python #AI #Cisco #PMP #Fortinet #AWS #Azure #Excel #CompTIA #ITIL #Cloud + more
๐ Download each free resource here:
โข Free Courses (Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS)
๐https://bit.ly/4ejSFbz
โข IT Certs E-book
๐ https://bit.ly/42y8owh
โข IT Exams Skill Test
๐ https://bit.ly/42kp7Dv
โข Free AI Materials & Support Tools
๐ https://bit.ly/3QEfWek
โข Free Cloud Study Guide
๐https://bit.ly/4u8Zb9r
๐ฒ Need exam help? Contact admin: wa.link/40f942
๐ฌ Join our study group (free tips & support): https://chat.whatsapp.com/K3n7OYEXgT1CHGylN6fM5a
Areas covered: #Python #AI #Cisco #PMP #Fortinet #AWS #Azure #Excel #CompTIA #ITIL #Cloud + more
๐ Download each free resource here:
โข Free Courses (Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS)
๐https://bit.ly/4ejSFbz
โข IT Certs E-book
๐ https://bit.ly/42y8owh
โข IT Exams Skill Test
๐ https://bit.ly/42kp7Dv
โข Free AI Materials & Support Tools
๐ https://bit.ly/3QEfWek
โข Free Cloud Study Guide
๐https://bit.ly/4u8Zb9r
๐ฒ Need exam help? Contact admin: wa.link/40f942
๐ฌ Join our study group (free tips & support): https://chat.whatsapp.com/K3n7OYEXgT1CHGylN6fM5a
โค9
Awesome DataScience โ a structured list of open-source data, datasets, libraries, and tutorials for solving real-world problems. ๐ ๏ธ
It's useful for both beginners and those already familiar with the field โ you'll find something new here.
โ๏ธ Link to GitHub: https://github.com/academic/awesome-datascience
tags: #DataScientist
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Stop asking "CNN or VLM?" โ the answer is both. ๐ค
Everyone's talking about Vision Language Models replacing traditional computer vision. ๐ข
Here's the reality: they're not replacing anything. They're expanding what's possible. ๐
CNNs are excellent at precise perception โ detecting, localizing, classifying fixed objects at high speed and low cost. ๐ฏ
Vision Language Models are better at interpretation โ answering open-ended questions about a scene that you can't define as fixed labels in advance. ๐ง
The smartest production systems combine both:
โ A lightweight CNN runs first (fast, cheap) โก๏ธ
โ A VLM handles the complex reasoning (flexible, expensive) ๐
This is the difference between giving machines eyes ๐ vs giving them the ability to talk about what they see. ๐ฃ
Dr. Satya Mallick breaks it down in under 2 minutes. ๐
#ComputerVision #AI #MachineLearning #VisionLanguageModel #DeepLearning #OpenCV #AIEngineering
https://t.me/CodeProgrammerโ
Everyone's talking about Vision Language Models replacing traditional computer vision. ๐ข
Here's the reality: they're not replacing anything. They're expanding what's possible. ๐
CNNs are excellent at precise perception โ detecting, localizing, classifying fixed objects at high speed and low cost. ๐ฏ
Vision Language Models are better at interpretation โ answering open-ended questions about a scene that you can't define as fixed labels in advance. ๐ง
The smartest production systems combine both:
โ A lightweight CNN runs first (fast, cheap) โก๏ธ
โ A VLM handles the complex reasoning (flexible, expensive) ๐
This is the difference between giving machines eyes ๐ vs giving them the ability to talk about what they see. ๐ฃ
Dr. Satya Mallick breaks it down in under 2 minutes. ๐
#ComputerVision #AI #MachineLearning #VisionLanguageModel #DeepLearning #OpenCV #AIEngineering
https://t.me/CodeProgrammer
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This Machine Learning Cheat Sheet Saved Me Hours of Revision โณ
It includes:
โ Supervised & Unsupervised algorithms
โ Regression, Classification & Clustering techniques
โ PCA & Dimensionality Reduction
โ Neural Networks, CNN, RNN & Transformers
โ Assumptions, Pros/Cons & Real-world use cases
Whether you're:
๐น Preparing for data science interviews
๐น Working on ML projects
๐น Or strengthening your fundamentals
this one-page guide is a must-save.
โป๏ธ Repost and share with your ML circle.
#MachineLearning #DataScience #AI #MLAlgorithms #InterviewPrep #LearnML
https://t.me/CodeProgrammer๐
It includes:
โ Supervised & Unsupervised algorithms
โ Regression, Classification & Clustering techniques
โ PCA & Dimensionality Reduction
โ Neural Networks, CNN, RNN & Transformers
โ Assumptions, Pros/Cons & Real-world use cases
Whether you're:
๐น Preparing for data science interviews
๐น Working on ML projects
๐น Or strengthening your fundamentals
this one-page guide is a must-save.
โป๏ธ Repost and share with your ML circle.
#MachineLearning #DataScience #AI #MLAlgorithms #InterviewPrep #LearnML
https://t.me/CodeProgrammer
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14 minutes with an Anthropic engineer will teach you more about building agents ๐ค than most devs figure out in months of trial and error ๐ .
Same guy who wrote โBuilding Effective Agentsโ, the post every AI builder has bookmarked ๐.
No fluff. No 47-tool frameworks. Just the patterns that actually work in production ๐:
โ When to use workflows vs. agents (most people get this wrong) โ
โ Why simple > clever, every single time โ
โ The orchestrator-worker pattern that scales ๐
โ When NOT to build an agent at all ๐
If youโre shipping AI products in 2026 and havenโt watched this, youโre doing it on hard mode ๐ฎ.
14 minutes. Bookmark it ๐. Watch it twice ๐.
#AI #Agents #Tech #DevCommunity #FutureTech #ProgrammingConcepts
Same guy who wrote โBuilding Effective Agentsโ, the post every AI builder has bookmarked ๐.
No fluff. No 47-tool frameworks. Just the patterns that actually work in production ๐:
โ When to use workflows vs. agents (most people get this wrong) โ
โ Why simple > clever, every single time โ
โ The orchestrator-worker pattern that scales ๐
โ When NOT to build an agent at all ๐
If youโre shipping AI products in 2026 and havenโt watched this, youโre doing it on hard mode ๐ฎ.
14 minutes. Bookmark it ๐. Watch it twice ๐.
#AI #Agents #Tech #DevCommunity #FutureTech #ProgrammingConcepts
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