Master AI (Artificial Intelligence) in 10 days ๐๐
#AI
Day 1: Introduction to AI
- Start with an overview of what AI is and its various applications.
- Read articles or watch videos explaining the basics of AI.
Day 2-3: Machine Learning Fundamentals
- Learn the basics of machine learning, including supervised and unsupervised learning.
- Study concepts like data, features, labels, and algorithms.
Day 4-5: Deep Learning
- Dive into deep learning, understanding neural networks and their architecture.
- Learn about popular deep learning frameworks like TensorFlow or PyTorch.
Day 6: Natural Language Processing (NLP)
- Explore the basics of NLP, including tokenization, sentiment analysis, and named entity recognition.
Day 7: Computer Vision
- Study computer vision, including image recognition, object detection, and convolutional neural networks.
Day 8: AI Ethics and Bias
- Explore the ethical considerations in AI and the issue of bias in AI algorithms.
Day 9: AI Tools and Resources
- Familiarize yourself with AI development tools and platforms.
- Learn how to access and use AI datasets and APIs.
Day 10: AI Project
- Work on a small AI project. For example, build a basic chatbot, create an image classifier, or analyze a dataset using AI techniques.
Free Resources: https://t.me/machinelearning_deeplearning
Share for more: https://t.me/datasciencefun
ENJOY LEARNING ๐๐
#AI
Day 1: Introduction to AI
- Start with an overview of what AI is and its various applications.
- Read articles or watch videos explaining the basics of AI.
Day 2-3: Machine Learning Fundamentals
- Learn the basics of machine learning, including supervised and unsupervised learning.
- Study concepts like data, features, labels, and algorithms.
Day 4-5: Deep Learning
- Dive into deep learning, understanding neural networks and their architecture.
- Learn about popular deep learning frameworks like TensorFlow or PyTorch.
Day 6: Natural Language Processing (NLP)
- Explore the basics of NLP, including tokenization, sentiment analysis, and named entity recognition.
Day 7: Computer Vision
- Study computer vision, including image recognition, object detection, and convolutional neural networks.
Day 8: AI Ethics and Bias
- Explore the ethical considerations in AI and the issue of bias in AI algorithms.
Day 9: AI Tools and Resources
- Familiarize yourself with AI development tools and platforms.
- Learn how to access and use AI datasets and APIs.
Day 10: AI Project
- Work on a small AI project. For example, build a basic chatbot, create an image classifier, or analyze a dataset using AI techniques.
Free Resources: https://t.me/machinelearning_deeplearning
Share for more: https://t.me/datasciencefun
ENJOY LEARNING ๐๐
๐ฅ1
Forwarded from Data Analysis Books | Python | SQL | Excel | Artificial Intelligence | Power BI | Tableau | AI Resources
๐๐ฒ๐ฐ๐ผ๐บ๐ฒ ๐ฎ ๐๐ฎ๐๐ฎ ๐๐ป๐ฎ๐น๐๐๐ ๐ถ๐ป ๐ฎ๐ฌ๐ฎ๐ฑ โ ๐ฆ๐๐ฎ๐ฟ๐ ๐๐ถ๐๐ต ๐๐๐๐ ๐ฏ ๐๐ผ๐ฟ๐ฒ ๐ฆ๐ธ๐ถ๐น๐น๐!๐
Want to break into Data Analytics without a degree or expensive bootcamps?๐จโ๐ป๐
All you need are 3 essentials to get started๐
๐ Excel | ๐ข SQL | ๐ง Basic Maths
๐๐ข๐ง๐ค๐:-
https://pdlink.in/3IwVWGE
You can learn & practice them 100% FREEโ ๏ธ
Want to break into Data Analytics without a degree or expensive bootcamps?๐จโ๐ป๐
All you need are 3 essentials to get started๐
๐ Excel | ๐ข SQL | ๐ง Basic Maths
๐๐ข๐ง๐ค๐:-
https://pdlink.in/3IwVWGE
You can learn & practice them 100% FREEโ ๏ธ
โค1
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.
Promptโ "
2. Create Online Course Material:
Make detailed and educational online course content.
Promptโ "
3. Ghostwrite eBooks:
Use ChatGPT to write eBooks on different topics for online sale.
Promptโ "
4. Compose Music Reviews or Critiques:
Use ChatGPT to write detailed reviews of music, albums, and artists.
Prompt: "
5. Develop Mobile App Content:
Use ChatGPT to create mobile app content like descriptions, guides, and FAQs.
Prompt: "
6. Create Resume Templates:
Use ChatGPT to create diverse resume templates for various jobs.
Promptโ "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.
Promptโ "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.
Promptโ "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.
Promptโ "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.
Promptโ "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 ๐๐
Here are 10 prompts by ChatGPT
1. Develop Email Newsletters:
Make interesting email newsletters to keep audience updated and engaged.
Promptโ "
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.
Promptโ "
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.
Promptโ "
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 descriptions, guides, and FAQs.
Prompt: "
I'm developing a fitness app and need help writing the app description 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.
Promptโ "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.
Promptโ "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.
Promptโ "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.
Promptโ "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.
Promptโ "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 ๐๐
โค1๐ฅ1
Forwarded from Artificial Intelligence
๐๐ฟ๐ฎ๐ฐ๐ธ ๐๐๐๐ก๐ ๐๐ป๐๐ฒ๐ฟ๐๐ถ๐ฒ๐๐ ๐ถ๐ป ๐ฎ๐ฌ๐ฎ๐ฑ โ ๐ณ๐ผ๐ฟ ๐๐ฅ๐๐!๐
If youโre serious about cracking top tech interviews โ from FAANG to startups โ this is the roadmap you canโt afford to miss๐
Thousands have used it to land roles at Google, Amazon, Microsoft, and more โ completely free๐คฉ๐
๐๐ข๐ง๐ค๐:-
https://pdlink.in/3TJlpyW
Your dream job might just start here.โ ๏ธ
If youโre serious about cracking top tech interviews โ from FAANG to startups โ this is the roadmap you canโt afford to miss๐
Thousands have used it to land roles at Google, Amazon, Microsoft, and more โ completely free๐คฉ๐
๐๐ข๐ง๐ค๐:-
https://pdlink.in/3TJlpyW
Your dream job might just start here.โ ๏ธ
โค1
Forwarded from Artificial Intelligence
๐ฐ ๐๐ฟ๐ฒ๐ฒ ๐ ๐ถ๐ฐ๐ฟ๐ผ๐๐ผ๐ณ๐ ๐ฅ๐ฒ๐๐ผ๐๐ฟ๐ฐ๐ฒ๐ ๐๐ผ ๐ ๐ฎ๐๐๐ฒ๐ฟ ๐๐ฎ๐๐ฎ ๐ฆ๐ฐ๐ถ๐ฒ๐ป๐ฐ๐ฒ ๐ถ๐ป ๐ฎ๐ฌ๐ฎ๐ฑ๐
Want to break into data science in 2025โwithout spending a single rupee?๐ฐ๐จโ๐ป
Youโre in luck! Microsoft is offering powerful, beginner-friendly resources that teach you everything from Python fundamentals to AI and data analyticsโfor free๐คฉโ๏ธ
๐๐ข๐ง๐ค๐:-
https://pdlink.in/42vCIrb
Level up your career in the booming field of dataโ ๏ธ
Want to break into data science in 2025โwithout spending a single rupee?๐ฐ๐จโ๐ป
Youโre in luck! Microsoft is offering powerful, beginner-friendly resources that teach you everything from Python fundamentals to AI and data analyticsโfor free๐คฉโ๏ธ
๐๐ข๐ง๐ค๐:-
https://pdlink.in/42vCIrb
Level up your career in the booming field of dataโ ๏ธ
โค2
Forwarded from Python Projects & Resources
๐ฐ ๐ ๐๐๐-๐ช๐ฎ๐๐ฐ๐ต ๐ฌ๐ผ๐๐ง๐๐ฏ๐ฒ ๐๐ผ๐๐ฟ๐๐ฒ๐ ๐ณ๐ผ๐ฟ ๐๐๐ฒ๐ฟ๐ ๐๐ฎ๐๐ฎ ๐๐ป๐ฎ๐น๐๐๐ถ๐ฐ๐ ๐ฆ๐๐๐ฑ๐ฒ๐ป๐ ๐ถ๐ป ๐ฎ๐ฌ๐ฎ๐ฑ๐
If youโre starting your data analytics journey, these 4 YouTube courses are pure gold โ and the best part? ๐ป๐คฉ
Theyโre completely free๐ฅ๐ฏ
๐๐ข๐ง๐ค๐:-
https://pdlink.in/44DvNP1
Each course can help you build the right foundation for a successful tech careerโ ๏ธ
If youโre starting your data analytics journey, these 4 YouTube courses are pure gold โ and the best part? ๐ป๐คฉ
Theyโre completely free๐ฅ๐ฏ
๐๐ข๐ง๐ค๐:-
https://pdlink.in/44DvNP1
Each course can help you build the right foundation for a successful tech careerโ ๏ธ
โค2
Forwarded from Python Projects & Resources
๐ฒ ๐๐ฅ๐๐ ๐๐ฒ๐ฟ๐๐ถ๐ณ๐ถ๐ฐ๐ฎ๐๐ถ๐ผ๐ป ๐๐ผ๐๐ฟ๐๐ฒ๐ ๐๐ฟ๐ผ๐บ ๐ง๐ผ๐ฝ ๐ข๐ฟ๐ด๐ฎ๐ป๐ถ๐๐ฎ๐๐ถ๐ผ๐ป๐ ๐
A power-packed selection of 100% free, certified courses from top institutions:
- Data Analytics โ Cisco
- Digital Marketing โ Google
- Python for AI โ IBM/edX
- SQL & Databases โ Stanford
- Generative AI โ Google Cloud
- Machine Learning โ Harvard
๐๐ป๐ฟ๐ผ๐น๐น ๐๐ผ๐ฟ ๐๐ฅ๐๐๐:-
https://pdlink.in/3FcwrZK
Master inโdemand tech skills with these 6 certified, top-tier free courses
A power-packed selection of 100% free, certified courses from top institutions:
- Data Analytics โ Cisco
- Digital Marketing โ Google
- Python for AI โ IBM/edX
- SQL & Databases โ Stanford
- Generative AI โ Google Cloud
- Machine Learning โ Harvard
๐๐ป๐ฟ๐ผ๐น๐น ๐๐ผ๐ฟ ๐๐ฅ๐๐๐:-
https://pdlink.in/3FcwrZK
Master inโdemand tech skills with these 6 certified, top-tier free courses
โค2
Artificial Intelligence on WhatsApp ๐
Top AI Channels on WhatsApp!
1. ChatGPT โ Your go-to AI for anything and everything. https://whatsapp.com/channel/0029VapThS265yDAfwe97c23
2. OpenAI โ Your gateway to cutting-edge artificial intelligence innovation. https://whatsapp.com/channel/0029VbAbfqcLtOj7Zen5tt3o
3. Microsoft Copilot โ Your productivity powerhouse. https://whatsapp.com/channel/0029VbAW0QBDOQIgYcbwBd1l
4. Perplexity AI โ Your AI-powered research buddy with real-time answers. https://whatsapp.com/channel/0029VbAa05yISTkGgBqyC00U
5. Generative AI โ Your creative partner for text, images, code, and more. https://whatsapp.com/channel/0029VazaRBY2UPBNj1aCrN0U
6. Prompt Engineering โ Your secret weapon to get the best out of AI. https://whatsapp.com/channel/0029Vb6ISO1Fsn0kEemhE03b
7. AI Tools โ Your toolkit for automating, analyzing, and accelerating everything. https://whatsapp.com/channel/0029VaojSv9LCoX0gBZUxX3B
8. AI Studio โ Everything about AI & Tech https://whatsapp.com/channel/0029VbAWNue1iUxjLo2DFx2U
9. Google Gemini โ Generate images & videos with AI. https://whatsapp.com/channel/0029Vb5Q4ly3mFY3Jz7qIu3i/103
10. Data Science & Machine Learning โ Your fuel for insights, predictions, and smarter decisions. https://whatsapp.com/channel/0029Va8v3eo1NCrQfGMseL2D
11. Data Science Projects โ Your engine for building smarter, self-learning systems. https://whatsapp.com/channel/0029VaxbzNFCxoAmYgiGTL3Z/208
React โค๏ธ for more
Top AI Channels on WhatsApp!
1. ChatGPT โ Your go-to AI for anything and everything. https://whatsapp.com/channel/0029VapThS265yDAfwe97c23
2. OpenAI โ Your gateway to cutting-edge artificial intelligence innovation. https://whatsapp.com/channel/0029VbAbfqcLtOj7Zen5tt3o
3. Microsoft Copilot โ Your productivity powerhouse. https://whatsapp.com/channel/0029VbAW0QBDOQIgYcbwBd1l
4. Perplexity AI โ Your AI-powered research buddy with real-time answers. https://whatsapp.com/channel/0029VbAa05yISTkGgBqyC00U
5. Generative AI โ Your creative partner for text, images, code, and more. https://whatsapp.com/channel/0029VazaRBY2UPBNj1aCrN0U
6. Prompt Engineering โ Your secret weapon to get the best out of AI. https://whatsapp.com/channel/0029Vb6ISO1Fsn0kEemhE03b
7. AI Tools โ Your toolkit for automating, analyzing, and accelerating everything. https://whatsapp.com/channel/0029VaojSv9LCoX0gBZUxX3B
8. AI Studio โ Everything about AI & Tech https://whatsapp.com/channel/0029VbAWNue1iUxjLo2DFx2U
9. Google Gemini โ Generate images & videos with AI. https://whatsapp.com/channel/0029Vb5Q4ly3mFY3Jz7qIu3i/103
10. Data Science & Machine Learning โ Your fuel for insights, predictions, and smarter decisions. https://whatsapp.com/channel/0029Va8v3eo1NCrQfGMseL2D
11. Data Science Projects โ Your engine for building smarter, self-learning systems. https://whatsapp.com/channel/0029VaxbzNFCxoAmYgiGTL3Z/208
React โค๏ธ for more
โค4
๐ ๐ณ ๐๐ฟ๐ฒ๐ฒ ๐ ๐ถ๐ฐ๐ฟ๐ผ๐๐ผ๐ณ๐ + ๐๐ถ๐ป๐ธ๐ฒ๐ฑ๐๐ป ๐๐ฒ๐ฟ๐๐ถ๐ณ๐ถ๐ฐ๐ฎ๐๐ถ๐ผ๐ป๐ ๐๐ผ ๐๐ผ๐ผ๐๐ ๐ฌ๐ผ๐๐ฟ ๐๐ฎ๐ฟ๐ฒ๐ฒ๐ฟ ๐ถ๐ป ๐ฎ๐ฌ๐ฎ๐ฑ ๐
Gain globally recognized skills with Microsoft x LinkedIn Career Essentials โ completely FREE!
๐ฏ Top Certifications:
๐น Generative AI
๐น Data Analysis
๐น Software Development
๐น Project Management
๐น Business Analysis
๐น System Administration
๐น Administrative Assistance
๐ 100% Free | Self-Paced | Industry-Aligned
๐๐ป๐ฟ๐ผ๐น๐น ๐๐ผ๐ฟ ๐๐ฅ๐๐๐:-
https://pdlink.in/46TZP2h
๐ผ Perfect for students, freshers & working professionals
Gain globally recognized skills with Microsoft x LinkedIn Career Essentials โ completely FREE!
๐ฏ Top Certifications:
๐น Generative AI
๐น Data Analysis
๐น Software Development
๐น Project Management
๐น Business Analysis
๐น System Administration
๐น Administrative Assistance
๐ 100% Free | Self-Paced | Industry-Aligned
๐๐ป๐ฟ๐ผ๐น๐น ๐๐ผ๐ฟ ๐๐ฅ๐๐๐:-
https://pdlink.in/46TZP2h
๐ผ Perfect for students, freshers & working professionals
โค2
10 GitHub Repositories for Machine Learning Projects
๐น 1. The Ultimate Deep Learning Resource List
๐ง Best tutorials, books & research papers on deep learning.
๐ awesome-deep-learning
๐น 2. 500+ AI Projects with Code
๐ก Real-world ML, CV & NLP projects to sharpen your skills.
๐ 500-AI-Machine-learning
๐น 3. Inspiring ML Project Ideas
๐ Final-year students & self-learners, get project inspo here!
๐ NirantK/awesome-project-ideas
๐น 4. Top Deep Learning Projects on GitHub
๐ Curated by stars โ explore DL tools, models & more.
๐ aymericdamien/TopDeepLearning
๐น 5. ML & Data Analysis Teaching Hub
๐จโ๐ซ For educators & learners: projects, datasets & materials.
๐ Data-Analysis
๐น 6. Awesome Generative AI Projects
๐จ Text, image, audio & video generation tools โ all in one.
๐ awesome-generative-ai
๐น 7. ML with Python: Mini Projects
โ๏ธ Hands-on Scikit-learn-based models for beginners.
๐ Machine-Learning-with-Python
๐น 8. Kaggle Winning Solutions
๐ Learn from real Kaggle champs & top-tier strategies.
๐ kaggle-solutions
๐น 9. Awesome LangChain Projects
๐ค Build LLM-powered tools & AI agents with LangChain.
๐ awesome-langchain
๐น 10. ML & DL Compendium by Dr. Ori
๐ A curated knowledge base for mastering ML/DL.
๐ www.mlcompendium.com
Double Tap โค๏ธ for More
๐น 1. The Ultimate Deep Learning Resource List
๐ง Best tutorials, books & research papers on deep learning.
๐ awesome-deep-learning
๐น 2. 500+ AI Projects with Code
๐ก Real-world ML, CV & NLP projects to sharpen your skills.
๐ 500-AI-Machine-learning
๐น 3. Inspiring ML Project Ideas
๐ Final-year students & self-learners, get project inspo here!
๐ NirantK/awesome-project-ideas
๐น 4. Top Deep Learning Projects on GitHub
๐ Curated by stars โ explore DL tools, models & more.
๐ aymericdamien/TopDeepLearning
๐น 5. ML & Data Analysis Teaching Hub
๐จโ๐ซ For educators & learners: projects, datasets & materials.
๐ Data-Analysis
๐น 6. Awesome Generative AI Projects
๐จ Text, image, audio & video generation tools โ all in one.
๐ awesome-generative-ai
๐น 7. ML with Python: Mini Projects
โ๏ธ Hands-on Scikit-learn-based models for beginners.
๐ Machine-Learning-with-Python
๐น 8. Kaggle Winning Solutions
๐ Learn from real Kaggle champs & top-tier strategies.
๐ kaggle-solutions
๐น 9. Awesome LangChain Projects
๐ค Build LLM-powered tools & AI agents with LangChain.
๐ awesome-langchain
๐น 10. ML & DL Compendium by Dr. Ori
๐ A curated knowledge base for mastering ML/DL.
๐ www.mlcompendium.com
Double Tap โค๏ธ for More
โค3
Introducing canvas
Weโre introducing canvas, a new interface for working with ChatGPT on writing and coding projects that go beyond simple chat. Canvas opens in a separate window, allowing you and ChatGPT to collaborate on a project. This early beta introduces a new way of working togetherโnot just through conversation, but by creating and refining ideas side by side.
Canvas was built with GPT-4o and can be manually selected in the model picker while in beta. Starting today weโre rolling out canvas to ChatGPT Plus and Team users globally. Enterprise and Edu users will get access next week. We also plan to make canvas available to all ChatGPT Free users when itโs out of beta.
Weโre introducing canvas, a new interface for working with ChatGPT on writing and coding projects that go beyond simple chat. Canvas opens in a separate window, allowing you and ChatGPT to collaborate on a project. This early beta introduces a new way of working togetherโnot just through conversation, but by creating and refining ideas side by side.
Canvas was built with GPT-4o and can be manually selected in the model picker while in beta. Starting today weโre rolling out canvas to ChatGPT Plus and Team users globally. Enterprise and Edu users will get access next week. We also plan to make canvas available to all ChatGPT Free users when itโs out of beta.
โค1๐ฅ1
Prompt Engineering in itself does not warrant a separate job.
Most of the things you see online related to prompts (especially things said by people selling courses) is mostly just writing some crazy text to get ChatGPT to do some specific task. Most of these prompts are just been found by serendipity and are never used in any company. They may be fine for personal usage but no company is going to pay a person to try out prompts ๐ . Also a lot of these prompts don't work for any other LLMs apart from ChatGPT.
You have mostly two types of jobs in this field nowadays, one is more focused on training, optimizing and deploying models. For this knowing the architecture of LLMs is critical and a strong background in PyTorch, Jax and HuggingFace is required. Other engineering skills like System Design and building APIs is also important for some jobs. This is the work you would find in companies like OpenAI, Anthropic, Cohere etc.
The other is jobs where you build applications using LLMs (this comprises of majority of the companies that do LLM related work nowadays, both product based and service based). Roles in these companies are called Applied NLP Engineer or ML Engineer, sometimes even Data Scientist roles. For this you mostly need to understand how LLMs can be used for different applications as well as know the necessary frameworks for building LLM applications (Langchain/LlamaIndex/Haystack). Apart from this, you need to know LLM specific techniques for applications like Vector Search, RAG, Structured Text Generation. This is also where some part of your role involves prompt engineering. Its not the most crucial bit, but it is important in some cases, especially when you are limited in the other techniques.
Most of the things you see online related to prompts (especially things said by people selling courses) is mostly just writing some crazy text to get ChatGPT to do some specific task. Most of these prompts are just been found by serendipity and are never used in any company. They may be fine for personal usage but no company is going to pay a person to try out prompts ๐ . Also a lot of these prompts don't work for any other LLMs apart from ChatGPT.
You have mostly two types of jobs in this field nowadays, one is more focused on training, optimizing and deploying models. For this knowing the architecture of LLMs is critical and a strong background in PyTorch, Jax and HuggingFace is required. Other engineering skills like System Design and building APIs is also important for some jobs. This is the work you would find in companies like OpenAI, Anthropic, Cohere etc.
The other is jobs where you build applications using LLMs (this comprises of majority of the companies that do LLM related work nowadays, both product based and service based). Roles in these companies are called Applied NLP Engineer or ML Engineer, sometimes even Data Scientist roles. For this you mostly need to understand how LLMs can be used for different applications as well as know the necessary frameworks for building LLM applications (Langchain/LlamaIndex/Haystack). Apart from this, you need to know LLM specific techniques for applications like Vector Search, RAG, Structured Text Generation. This is also where some part of your role involves prompt engineering. Its not the most crucial bit, but it is important in some cases, especially when you are limited in the other techniques.
โค5๐ข1