Gen AI Course | Gen AI Tutorial For Beginners

[@codebasics]

OpenAI has stopped issuing few credits. You have two options (1) By spending less than 5$ on openai API, you can complete this project. You will learn a valuable skill by spending money that may be less than what you spend in a restaurant for a dinner. (2) Use LLama 3 etc open source model in groq.com or do the project using google gamma or palm models (the second project has relevant information on that). 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

[@UtkarshAnand-kh8vi]

M about to get my salary and with it i first want to learn power bi , I will buy ur power bi 2,700 rs course in few days . Plz help me in that after completely understand power I'll buy this one. I trust u man , u r the correct person to guide youth.

[@KariBouss-ki8cb]

Hiiiiiiii sir .i have just known your channel . I have qst plzzzf i need help .im pharmacist specialized in biochimistry médicale and moléculer génitics .is master in data science in usa good idea or nooo plezzz in need your advice 😢❤

[@ShreepatiHere]

Hi Dhaval, Thankyou so much for this tutorial. I am currently doing 2nd project (Retail Q&A Tool) When tried to execute in jupyter notebook, getting this error: "Retrying langchain.llms.google_palm.generate_with_retry.._generate_with_retry in 2.0 seconds as it raised RetryError: Timeout of 60.0s exceeded, last exception: 503 failed to connect to all addresses; last error: UNKNOWN" But, when tried to run curl in postman getting proper response. Could you please help me to fix this 503 failed to connect to all addresses issue. Thank you.

[@imranrmd1552]

Y not Hindi ?

[@jatulchaurasia3340]

00:01 Overview of Generative AI 02:31 Evolution from statistical ML to deep learning with neural networks 07:30 Transformers have led to a variety of powerful AI models. 09:59 Buddy is a stochastic parrot with mimicking ability and statistics-based predictions. 14:58 Understand Vector database and semantic search 17:21 Word to numeric representation using word embeddings 21:29 Retrieval Augmented Generation (RAG) allows fine-tuning or building AI models on specific data sets. 23:48 Using GPT-3 for querying data sources 28:24 To work with Gen AI, you need models, cloud services, and frameworks. 30:27 LLM based application using OpenAI API 34:36 Creating separate keys for different projects and managing them securely 36:55 Using LLM to generate creative restaurant names based on cuisine preferences. 41:33 Implementing Simple Sequential Chain concept in Gen AI Course 44:00 Using sequential chains to get both restaurant name and menu items in Gen AI Course 48:44 Setting up Streamlit for application development 51:15 Using response data to display restaurant name and menu items in UI 56:13 Practice coding while watching the video 58:22 Gen AI has a reasoning component for answering questions beyond its knowledge 1:02:48 Using Gen AI to retrieve information about Elon Musk's age in 2023 1:05:11 Initializing environment variables and using AI tools in an agent. 1:09:49 Using conversation chain to optimize cost and memory 1:12:15 Optimize OpenAI token cost by limiting conversational buffer memory 1:16:39 Research analysts provide detailed stock research for companies like Tata Motors and Reliance. 1:18:42 Importance of building a specialized tool over using Chat GPT 1:22:52 Using semantic search for finding relevant text chunks 1:24:56 Utilizing Vector databases for faster search and retrieval 1:29:05 Installing and loading Lang chain library in Jupyter notebook 1:31:39 Providing explanation about the movies.CSV file contents. 1:36:25 Text splitting and merging for efficient processing 1:38:35 Using Lang chain provides a simple API for text splitting. 1:43:22 Text splitting process using separators and size constraints 1:46:05 Gen AI Course explains recursive text splitter and merging for chunk optimization 1:50:23 Demonstration of using libraries to convert text into vectors 1:52:42 Using meditation and yoga to improve mental health with vector representation 1:57:30 Gen AI performs semantic search to provide results based on context, not just keywords 1:59:42 Retrieval QA with Sources Chain 2:04:06 Creating open API embeddings for document retrieval 2:06:39 Using a Vector database and creating a retrieval chain for text analysis. 2:11:06 Assembling the final project with pre-built individual pieces 2:13:10 Loading environment variables and creating basic UI in Gen AI module 2:18:20 Saving data in memory and displaying progress 2:20:46 Setting up Vector database and creating retrieval QA chain in Python 2:25:43 Automated news research tool for equity analysts 2:27:53 Utilizing vector databases for storing embeddings in large projects 2:32:07 Utilizing Google Palm and SQL Database Chain in Lang Chain Framework 2:34:10 Introduction to Vector Database and Google Palm for AI applications 2:38:14 Explaining the t-shirt records and database setup 2:40:45 Setting up a SQL database object with URI 2:45:40 Understanding the importance of correct database mapping for accurate results 2:48:17 Learning to run and manage queries in DB Chain 2:53:13 Summing of stock quantities for white color t-shirts 2:55:42 Storing data into arrays and using Hugging Face embedding for generating embeddings 3:00:34 Vector store converts input questions into embeddings for similarity matching. 3:02:52 Import SQL prompt template to generate queries. 3:07:42 Enhanced querying functionality with additional parameters 3:10:00 Creating a streamlit UI with few lines of code 3:14:54 Creating a main function in Python and running SQL queries in a database chain 3:17:27 Using Streamlet to ask and answer questions efficiently Crafted by Merlin AI.

[@235aditya]

I come from a Non-IT background and have found myself delving into the fascinating world of programming and cutting-edge technologies. Thanks to the invaluable guidance and tutorials by Dhawal Patel, I've been able to not only grasp but also teach Python, Java, and delve into complex domains like Machine Learning. Currently, my focus lies in research within bioinformatics, where I utilize deep learning and NLP techniques. I owe a tremendous debt of gratitude to Dhawal Sir, whose teachings have been instrumental in shaping my journey. Without his insightful tutorials and unwavering support, I wouldn't have dared to dream of venturing into these domains. My deepest respect and appreciation go out to Dhawal Sir for his mentorship and guidance.

[@AI_Explore_Hub]

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

[@nimishajaiswal8474]

This is an extremely informative video for GenAI, learning about LLMs, building connections with Python and creating our projects. Dhaval - you are a great teacher!

[@MuskaanKhan.31]

Hey there are you learning to create generative ai models If yes please reply I have project for you By creating this project you can practice how to create ai model as well as you can include this in your resume for job search and this will also be help full for me

[@nithinch9121]

@@MuskaanKhan.31 I'm interested!

[@ArpitJadon-d6y]

​@@MuskaanKhan.31yes please

[@HanzlaAsam]

Can someone guide me? I'm currently a beginner and working as a JavaScript developer intern. Although I have never tried Python before, I’m interested in learning it and exploring its applications. I’m also in my 3rd semester of a computer science degree, and I want to expand my skill set to include Python alongside my JavaScript experience. Any advice on how to start or resources to follow would be greatly appreciated!

[@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 🙏🙏

[@DeepakVerma-wb6jc]

This is the best course video I have watched on youtube on GenAI. Amazing work.

[@sujeet9tean]

The finest explanation of LLM I've heard so far. I appreciate all of your efforts in making these videos. I am started learning the Gen AI. Thanks😀

[@kjbkix]

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

[@rahultripathi2005]

I have 10+ years' experience in the fintech domain (non-technical background), but this session was so easy to understand. Keep up the great work, Dhaval.

[@hammadraza7064]

what is your nature of tasks in fintech

[@tufail7278]

The way you explain everything thing more effectively is really good

[@kshitijgupta4810]

One of the best content on KZbin ever found.... I have an interview and your video provided all knowledge needed for a fresher. You made my day sir,, huge respect to you 🫡

[@boseashish]

Dhaval sir, except for being a Dosa lover, I have nothin in common with you. THis is a great intelligently compiled video that keeps engaged, educates and makes a much values consultant after. thank you very much

[@arvindmaurya2173]

Thanks for clarifying the fundamentals of GenAI .. excellent tutorial and really helps me to understand the basics and kind of directions as well how to move further and get into deeper and deeper of GenAI .

[@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 🙏

[@jamesmiths72]

I was looking for info about Gen AI. Wonderfull video, wonderfull explanations and very professional presentations. You are a great teacher, deep knowledge. Learned a lot. Thank you very much!!!

[@salwenikhil456496]

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

[@Dr.ShayanFit]

This is awesome. Thank you so much for sharing such useful information in such an easy-to-understand language.

[@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.

[@abhinandanrao6266]

it was a fast track study. Great content !

[@AICoverBeats]

good work sir, even though my attention span is low, I was hooked to your video as I found it very interesting.

[@kaushiksaha30]

Hats off to you man. this is one of the best explanations on the internet!

[@vimalrajayyappan2023]

Give this man a medal! Thank you! Very Intuitive! Fun and Clean, Crisp !

[@sadakvali8930]

Oh My God. May god bless you man and please upload such high quality videos on other topics also.

[@blockchainstreet]

SImply superb! I watched many videos before this!, Now I am very clear how it works!

[@rohitbhati3814]

Hi, I just wanted to thank you for the incredibly informative tutorials. Your teaching style is fantastic!

[@kedargadgil1975]

Fantastic content and easy to follow. Well done!

[@siddhesh201182]

Sir, Thanks for this thoughtful mini course. This would be great contribution for new age learning students.

[@vinod187118]

Thanks a lot Dhaval for this video.. I really learnt a lot and lot of concepts you cleared and explained in a very intuitive manner. God bless you ..

[@Gautamkumar-ys6hc]

very impressive, the session was long but did not get bored for a single minute 💯💯💯

[@MuskaanKhan.31]

Hey there are you learning to create generative ai models If yes please reply I have project for you By creating this project you can practice how to create ai model as well as you can include this in your resume for job search and this will also be help full for me

[@ayush07310]

​@@MuskaanKhan.31I'm interested

[@cesarv-g1s]

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

[@jimishthakkar]

Great Content Dhaval bhai! 👌🏻

[@somnathkadam1233]

You make LLM, Langchain super easy👍

[@satyaprakashnayak1363]

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

[@shreypatel353]

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

[@MuskaanKhan.31]

Hey there are you learning to create generative ai models If yes please reply I have project for you By creating this project you can practice how to create ai model as well as you can include this in your resume for job search and this will also be help full for me

[@awkumyoungstar2473]

congratulation on 1 million subscriber

[@arifmoazy1371]

thanks, it is the best explaination and teaching method. please keep up the great work

[@madushikapramod3818]

you are the best teacher in the field 🥰

[@keshavachandu99]

I really enjoyed your sessions.. Thank you🙏🙏

[@Tamil-Murugan]

37:20 - I tried to follow the tutorial in google co-lab. Surprisingly the Gemini AI is trying to auto populate the same content the KZbinr was talking. Man, is KZbin video and Google Co-lab integrated on real time. I don't know how this is happening, but I am surprised and impressed

[@abbcdefgh]

😂

[@_CSE_TSURYAMAHENDRA]

Waiting for your videos on LLM ❤

[@sathyag2608]

Crores thanks for making such a video 🙏🙏🙏🙏

[@pabitrakumarghorai7623]

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

[@codebasics]

Glad you liked it

[@RavijKumar-zk7kt]

Amazing content, thanks man!

[@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

[@56_IT-B_AAKARSHROY]

@@olaanthony-egorp3784 i didnt have to make any adjustments for that. sorry, my earlier comment is reflecting that. i intended to say that for different errors. i feel like its free for selected users only.

[@HeyMr.OO7]

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

[@danielvoss2483]

Really nice video, thank you for the hard work 👍

[@irf7aan]

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

[@mahimasahu7772]

Thankyou SO much for this course.

[@naudua9272]

Please do a course on AIOps.

[@NawabTanweerAhmad]

love the way you explain everything

[@PrateekSetia-s3k]

Crystal Clear. Thankyou so much 😊

[@sanyamjain1053]

Amazing course very helpful

[@prachi-k2y]

Predictive maintenance technology in large businesses helps reduce downtime and extend the lifespan of equipment, leading to significant cost savings.

[@sonukumar-rl5pe]

Hi Dhaval, I love how you have explained all the concepts, I have tried them on my local machine. I got some warning messages like: LangChainDeprecationWarning: The class `LLMChain` was deprecated in LangChain, LangChainDeprecationWarning: The method `Chain.__call__` was deprecated in langchain 0.1.0 so please create a small video with Runnables and SequentialChain. Thank you so much 🙏🙏

[@Darshan_jain15]

Hello sir i fill it's too much valuable content for me Thanks for all

[@shivamkumarsingh4360]

Nice explanation❤😊

[@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)

[@avikbhattacharya8287]

I am a non-tech person willing to pick up LLM. How should I start? Should I learn PYTHON first?

[@D_J40]

Amazing content. Thanks for this video.

[@SyedliyakathaliAli]

Great Tutorial💯 on GENAI.

[@senazain]

If a student who has zero knowledge in gen Ai can follow this video or need any pre knowledge???

[@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?

[@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.

[@adnanaliSDE]

You can install the old version of langchain as it keeps changing it's syntax

[@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.

[@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

[@aizazkhowaja1013]

This guy is amazing. love from Pakistan!

[@siddhesh201182]

Sir, Thanks for your this free course. Just one query. I am working on Project 2. Many packages are deprecated. May I know, if paid course has latest content to refer?

[@rakeshsrinivasa1808]

Thanks for the wonderful explanation

[@craizhunterx9033]

please make tutorial create custom knowledge llm chatbot using langchain dan streamlit

[@SunShine_0905]

Thankyou so much sir for this course❤🙌🏻

[@gokulnath8710]

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

[@saahilshroff7367]

Hi - quick question on the SQL chatbot project: is there a way to incorporate complex queries, which include CTEs? Any help will be appreciated. Thanks!

[@ericyoung3183]

Generative AI video on smartphones? Heard of the partnership between Mediatek and Kuaishou? It is going to unlock so much creative potential.

[@ramprasadsomaraju3889]

what software are you using to edit the videos it is very engaging for users like me

[@P.PaulAkash]

I am waiting for your videos and at last get this

[@abhishekverma549]

Hi Sir, at 2:55:55 we are giving the example query to the LLM so that it can learn from those queries, but we have to change the example if we are changing the database or our database is getting updated frequently, please clear this doubt.

[@chirumamillabharath9037]

Quite Immpresive course, How do you know all these 🙂

[@sbonisomsweli130]

Please do a Data Engineering course

[@bp2807]

Sir lovely video and explanation. How is this video different from your paid course on AI? Please answer

[@codebasics]

Are you referring to our "AI for everyone" course on codebasics.io? That course has much more exclusive content than this video. You can go to our website and check the curriculum

[@SaloniMate-i2j]

Hey @codebasics! The 2nd hands-on exercise requires Google Palm, but in the official docs it is saying that Google Palm is deprecating, So what is the alternative?

[@shaonbiswas1569]

Post more Gen Ai tutorial and continue it

[@parukrish3518]

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

[@KumR]

Thanks for this. Can u do one on CrewAI ?

[@nikitakathale1802]

Sir what is the prerequisite to learn generative AI ? Can u plz make a video on roadmap for generative Ai as i am a complete begineer and aspire to learn complete generative Ai ..sir plz guide..

[@upendrad6081]

At 1:47:43 why can't we split with space " ". Because this will again merge less than 200 words as per chunk_size? In this case no need to use and . Am I correct

[@nachoeigu]

thank you for this peace of art!

[@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

[@MuskaanKhan.31]

Hey there are you learning to create generative ai models If yes please reply I have project for you By creating this project you can practice how to create ai model as well as you can include this in your resume for job search and this will also be help full for me

[@pournimak2887]

Sir which course is good to do. Generative AI, data analytics or Data scientist

[@aparnakannan1713]

Hi! I am executing pip install on the requirements.txt file and I am getting this error Building wheel for tiktoken subprocess exited with error cant find rustcompiler Am I missing something? Has someone else faced this error? Any help is appreciated! Thanks in advance!

[@MohitThehuman]

Hi Great Tutorial! Thanks a lot for sharing knowledge. I have a confusion how can we be sure that LLM will not use our data ? For example if we are connecting a sql database with llm

[@vennapoosasurendranathredd1027]

This is a great content.but i tried the same code after buying the credits in openai website.i am getting an error saying that faiss index out of range.can you please help in resolving it.

[@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)

[@harisgallery9858]

I've a simple question! How does llm decide that the data it has, do not contain answers to the questions asked by the user? As an example, in your equity research project, let's say I asked for the stock price of a company whose data is not present in the links I provided, how will llm decide that it has no answer for that.

[@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.

[@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

[@KnowledgeUpdated]

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

[@dahiya99]

code of github is outdated as many of the dependencies are deprecated . please update the code. E.g from langchain.chains import RetrievalQAWithSourcesChain is no more valid .

[@dinakaranonline]

great course , thanks for sharing

[@kumary5478]

to_vectorize = [" ".join(example.values()) for example in few_shots] to_vectorize Here is an error occured, sequence item 3: expected str instance, dict found. could any one of the team look over in it, so that it can help other students while accessing the code.