Gen AI Course | Gen AI Tutorial For Beginners

This Gen AI tutorial for beginners is sort of like a Gen AI mini-course where a person can start learning the fundamentals of Gen AI and in the end, we build two end-to-end projects. Below is the outline of the exact topics that are covered.
Code for project 1: github.com/codebasics/langcha...
Code for project 2: github.com/codebasics/langcha...
LangChain source code: codebasics.io/resources/langc...
Vector database article: www.pinecone.io/learn/vector-...
00:00 Overview
00:29 What is Gen AI or Generative AI?
01:23 Gen AI evolution
10:00 What is LLM (Large Language Model)?
13:55 Embeddings, Vector Database
21:24 Retrieval Augmented Generation
28:16 Tooling for Gen AI
29:14 Langchain Fundamentals
1:14:49 End-to-End Project 1: Equity Research Tool
2:28:25 End-to-End Project 2: Retail Q&A Tool
Do you want to learn technology from me? Check codebasics.io/?... for my affordable video courses.
Need help building software or data analytics/AI solutions? My company www.atliq.com/ can help. Click on the Contact button on that website.
🎥 Codebasics Hindi channel: / @codebasicshindi
#️⃣ Social Media #️⃣
🧑‍🤝‍🧑 Discord for Community Support: / discord
📸 Codebasics' Instagram: / codebasicshub
📝 Codebasics' Linkedin : / codebasics
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📝 Dhaval's Linkedin : / dhavalsays
📝 Hem's Linkedin: / hemvad
📽️ Hem's Instagram for daily tips: / hemvadivel
📸 Dhaval's Personal Instagram: / dhavalsays
🔗 Patreon: www.patreon.com/codebasics?fa...

[@codebasics]

To learn AI concepts in a simplified and practical manner check our course "AI for everyone": codebasics.io/courses/ai-for-everyone-your-first-step-towards-ai

[@user-jn3mg6jl1z]

0000

[@tufail7278]

The way you explain everything thing more effectively is really good

[@AI_Explore_Hub]

so far the best explanantion I heard on LLM. Thanks for all your hardwork in these videos.

[@shashankshekharsingh9336]

sir your way of explaining things with examples is mindblowing , never seen anyone teaching like this before , absolutely amazed . thank you for this course 🙏🙏

[@kjbkix]

Wow - you did such an awesome job producing this video! superb explanations and video production. Thanks for making this

[@raminguyen7940]

Wowed. Thanks for your teaching. It is so useful for me. I have used generative AI for a long time, but your explaination makes me clarify my thoughts.

[@yogeshbharadwaj6200]

Thanks for this detailed video sir.. this was my first video watching on GenAI, this video has given initial confidence about basic info already…Tks a ton 🙏

[@NawabTanweerAhmad]

love the way you explain everything

[@shreypatel353]

Insanely Great Dhaval sir, waiting for more on Gen AI!

[@salwenikhil456496]

You are just awesome. Your teaching techniques are mindblowing i mean i dnt need to much stress my brain very smooth explanation awesome

[@user-sq8qi7cr8x]

Hermano muy interesante, sigue adelante y agradecido por compartir tus conocimientos, saludos desde Peru!

[@jimishthakkar]

Great Content Dhaval bhai! 👌🏻

[@abhinandanrao6266]

it was a fast track study. Great content !

[@sameekshagangrade59]

Thankyou so much sir for this course❤🙌🏻

[@rakeshsrinivasa1808]

Thanks for the wonderful explanation

[@nachoeigu]

thank you for this peace of art!

[@D_J40]

Amazing content. Thanks for this video.

[@_CSE_TSURYAMAHENDRA]

Waiting for your videos on LLM ❤

[@awkumyoungstar2473]

congratulation on 1 million subscriber

[@satyaprakashnayak1363]

56:34 Thanks for the tips. It was much needed.

[@danielvoss2483]

Really nice video, thank you for the hard work 👍

[@mewtshorts8257]

thanks for amazing content

[@pabitrakumarghorai7623]

Thank you sir for prepare such informative video on Gen AI, GPT model etc..❤

[@codebasics]

Glad you liked it

[@somnathkadam1233]

You make LLM, Langchain super easy👍

[@naudua9272]

Please do a course on AIOps.

[@terrormapu]

Thanks man..God bless..saved me so much time..

[@SyedliyakathaliAli]

Great Tutorial💯 on GENAI.

[@PP-tc1zp]

Thank you bro.

[@techrelieve1716]

Great explanation

[@P.PaulAkash]

I am waiting for your videos and at last get this

[@mehdismaeili3743]

Excellent.

[@tarterustillhavingnodreams8351]

Thanks man

[@BharatStudy2004]

Thanks bhaiya ❤🎉

[@itexpert4193]

good one thanks. keep it up

[@HeyMr.OO7]

You sound like the GFG founder Sandeep Sir ...He is my fav mentor

[@kartiksang953]

Hi codebasics team i have 1 request to make here please if possible bring affordable course on product management it is a great field to explore but there are not much content available please bring this course you will be a life saviour for many of us as well as bring it with job assistance as well.

[@KumR]

Thanks for this. Can u do one on CrewAI ?

[@McD-vv6fs]

sir can you give topics to explore in llms for eg: in ml and dl we focus on gradient descent like topics...what to focus in llms?

[@DPSharma-yd5mm]

some warnings are coming ,as the code in course compatible with earlier version. please provide the updated code. because after some time the code will stop working as well.

[@hemakumargantepallidataandai]

Amazing

[@charan5448]

Sir i want to take the course(data analyst) of yours which costs 6300.I don't even have any prior knowledge regarding data analytics. Can you tell if the course is beginner frndly and do the projects we do will increase the weightage of my resume? Please answer to this real quick sir!

[@shaonbiswas1569]

Post more Gen Ai tutorial and continue it

[@sreerag4368]

so this is my into to genai, what should someone go for after completing this course.like should i go on and make projects with diff models or should i go on and learn core ml..(more interested in the genai space)

[@deepaliparochey2285]

Great content..!! Please make an end to end project using pinecone vector DB

[@codebasics]

Yes. Point noted 👍

[@harshjha6774]

@@codebasics yes sir , we really need it , till when can we expect a video on this?

[@riyatiwari4767]

Can you please provide end to end real world NLP projects using techniques like POS, NER, Text classification etc. There are no good NLP projects on You tube in other channels.

[@rakeshkumar-pf6yu]

Sir..your teaching style is mind blowing...Please always try to make projects using only open source LLMs because we dont have money to buy OpenAI API key and 5 doller using my email id and many of my extra email iDs ..all those 5 dollers have been exhausted and now we dont have enough email IDs to generate free OpenAI dollers. PLEASE ONLY OPEN SOURCE LLMS FOR ANY UPCOMING PROJECTS...Thanks a lot...

[@codebasics]

Point noted. In this video, there is one project with opensource LLM. I am also going to build few more end to end projects using Llama 3 and other open source models. Stay tuned!

[@sreeniv09]

Too good

[@sreeniv09]

I agree he has explained such complex topics in a very lucid easy to understand way! Thank You

[@harihk9969]

Day 1 of asking making course video on MLOPS..🙂✨

[@sreevedavyasaavinashavinas5026]

Hi could you please kindly make 0:11 videos on Data cleaning Webscrapping Data manipulation Data connections all concepts explained in one project shot And also video on python for data acience and gen ai in easy method so that we could do the projects Thank you And also Sir dont even know how to implement python could you please help me

[@nidhiagrwal575]

Hello sir please make video on future scope in ai engineering VS data science. If i have complete non tech background and if i want start today than what should i choose Btw i had downloaded road maps of both field which you have provided

[@parukrish3518]

Hi! Can i join data analyst boot camp now or like is there any other date to join for a new batch?

[@Vk12769]

I have run the codes but shows as module errors and are deprecated. How to fix this?

[@bsctrainer5294]

Hello Sir ,I wanted to devlop an Ai text to image and image to image ,please suggest me how to devlop

[@s.shanthosh7194]

lab magic is not available for windows . what is the replacement for this

[@dharmatejadhulipudi6406]

what other project ideas we can do based on this ? It would be helpful if you suggest any ..

[@soumyamanjunath3855]

Should we create the few shot (question, query, answer value ) list manually? Or can we generate these too using llm? I mean similar statements using llm? Also, how many samples should we add ?( My question is about the contents of few_shots array)

[@sbonisomsweli130]

Please do a Data Engineering course

[@BasitSachinwala]

at the 37:24 , displayed code i tried, but got an error that your 5$ limit is out of bound, and on openai it shows i used 0$ and i followed each and every step now i feel like i am not build for coding

[@irf7aan]

What is the difference between this 3 hrs video content and your paid course ??? @codebasics

[@dharmatejadhulipudi6406]

can you also provide info about how to do it using huggingface and similar to it which are of free of cost. so that this project will be helpful for more people

[@Tun_bharat]

Sir m apka y ai course lana chta hu toh aap mujha y btya beginner to advance ka course hai apka pass please send the link and sir m y bhi puchna chta hu nodejs p bhi hm ai or machine learning kar sakta hu kya

[@56_IT-B_AAKARSHROY]

outdated(for first project), you'll need to make certain adjustments. 1. Use OpenAI and langchain version as mentioned in requirements.txt if you face indexError and/or pickle error. 2. You might encounter an error where it says davinci -003 is a deprecated version, please change the model as: llm = OpenAI(model="gpt-3.5-turbo-instruct", temperature=0.9, max_tokens=500) The project runs following these steps as of 9th May, 2024 but issues may arise later.

[@codebasics]

For first project, you may have to pay as openai has stopped free credits but by spending only 5$ or less you can run that project. Also for the other project, let us know what exact error are you getting?

[@56_IT-B_AAKARSHROY]

@@codebasics i am still receiving free credits from openAI. The project runs without any need to pay, provided some adjustments are made. I have edited the original comment, pls check it. Lastly, thanks a lot for taking out time to respond, its highly appreciated!

[@codebasics]

Awesome. Thank you. LLM world is changing so fast and one need to use a common sense to make tweaks like how you did it. Good job 👍🏼

[@olaanthony-egorp3784]

@@56_IT-B_AAKARSHROY What adjustments did you make without having to pay? Getting a RateLimitError as I try to run the first project

[@memeologicalworld8929]

Why this code is not running....it gives an error that openai has no module

[@anshikmantri6514]

Need a course on mlops

[@vinodverma2618]

please upload in hindi video on generative ai

[@sairamteja6785]

is google palm still avaialble

[@Rex-Solis]

My Open AI key is not working it shows max usage done like what should i do , i used it for first time

[@codebasics]

Yes, it looks like openai has discontinued the credits. One option is to spend money, it will be probably 3$ or less so in terms of INR, 270 RS (or less) and for learning a crucial skill, I guess most of the people can spend this type of money (actually people spend such money for a lunch or a breakfast so why not on a learning project). The other thing I am planning to do is publish another end to end LLM project using Lllama2 or some other open source model, will need few days for that but I will have it published before the end of the May 2024 on this same channel

[@surajjagtap3395]

👍

[@frost3832]

can you do a course on mlops?

[@codebasics]

Yes, point noted. Give me some time, I will publish a mini course on ml ops

[@frost3832]

@@codebasics thank you your courses are really nice

[@rohitkochikkatfrancis]

Thanks mate. This one is going big. MLOPS 🔥 waiting ​@@codebasics

[@anshikmantri6514]

Yes sir please

[@UNIQUEADVENTURE-ed5zz]

Thank you sir

[@bhushansharma3747]

I am using OPENAI first time and showing me this error code: 429 - {'error': {'message': 'You exceeded your current quota, please check your pla

[@mansibarse8806]

I had encountered the same error and the reason is you have to buy open api key as it no longer provides the free credits for using the open api key. After I bought the key and ran the code the error was gone

[@ayush07310]

​@@mansibarse8806bro from where we should buy

[@farhanpasha5321]

Same error bro

[@farhanpasha5321]

​@@mansibarse8806bro kitne months ke liye purchase Kiya hai api key

[@ayush07310]

@@mansibarse8806 how did you pay I mean I don't get option to pay

[@KnowledgeUpdated]

Finally Rocky bhai stayed in code basics office..All gold 🪙 kept there

[@mdchandan6441]

Sir lauch genAI course in Hindi

[@kashifsadiq4145]

Sir start mlops course in hindi

[@gsy594]

OpenAI has stopped giving free credits. They have mentioned this officially. Can you please give an alternate solution for it Dhaval?

[@codebasics]

Yes. You can use llama 3 in groq.com. Also just think about this, if you spend less than 5$ you can do this project with openai. We usually spend more than 5$ for dinner with friends, isn't it worth spending money on learning a valuable skill?

[@3d-illusions]

doh, can't set up Google api keys in Europe.

[@Thiru_Malai_Vasan]

GIVE US THE ROAD MAP FOR COMPUTER VISION ENGINEER LIKE AI ENGINEER ROAD MAP

[@devloper.hs14]

Not getting free credits sir as you mentioned.

[@codebasics]

Yes, it looks like openai has discontinued the credits. One option is to spend money, it will be probably 3$ or less so in terms of INR, 270 RS (or less) and for learning a crucial skill, I guess most of the people can spend this type of money (actually people spend such money for a lunch or a breakfast so why not on a learning project). The other thing I am planning to do is publish another end to end LLM project using Lllama2 or some other open source model, will need few days for that but I will have it published before the end of the May 2024 on this same channel

[@devloper.hs14]

@@codebasics Sir Agree- Spending around 5$ - Rs 490 for gaining $500 dollars later, is a easy bet. I already invested. I was just sharing if that's the issue.

[@divyanshurana7647]

getting stuck only becuase of API calling problem from OpenAI feeling sad , leaving whole video project now without doing. Stuck in the starting please make videos more clearly and prcisely by blurring your keys, doing each part step by step. (Not everyone is a heavy coder like you, who is watching.)

[@user-ip5fz4dc7i]

I got this error when running the code to store vector index create in local, been searching many sources but still couldn't solve the issue, could you kindly help take a look, thanks in advance ! "TypeError Traceback (most recent call last) in () 2 file_path="vector_index.pkl" 3 with open(file_path, "wb") as f: ----> 4 pickle.dump(vectorindex_openai, f) TypeError: cannot pickle '_thread.RLock' object"