00:04 Building a cold email generator using Lama 3.1 02:38 Automated email generation based on job post skills 08:19 Using Llama3.1 for fast response 10:55 Creating and manipulating collections in ChromaDB using Python 16:27 Web B loader for web scraping and data extraction 19:09 Utilizing prompt extract for data extraction and email generation 24:08 Creation and retrieval of data using Python code 26:28 Creating prompt templates for email generation using Gen AI Project 31:02 Streamlit framework for quick UI prototyping 33:42 Best practice for storing API key separately from code 38:34 Automating job application process with Gen AI Project using Llama3.1 40:46 Using Llama3.1 for Gen AI Project
Can Help??? collection.add( documents=[ "This document is about New York", "This document is about Delhi" ], ids=["id1", "id2"] ) Whenever i am running the above code block i am getting the error mentioned below, i can the run the above cell and below cell just not this one, same issue is coming in the same cell even i have open a new notebook and copied the code there
"""The kernel for Jupyter/Cold Email Generator/tutorial_chromadb.ipynb appears to have died. It will restart automatically."""
Can Help??? collection.add( documents=[ "This document is about New York", "This document is about Delhi" ], ids=["id1", "id2"] ) Whenever i am running the above code block i am getting the error mentioned below, i can the run the above cell and below cell just not this one, same issue is coming in the same cell even i have open a new notebook and copied the code there
"""The kernel for Jupyter/Cold Email Generator/tutorial_chromadb.ipynb appears to have died. It will restart automatically."""
Can Help??? collection.add( documents=[ "This document is about New York", "This document is about Delhi" ], ids=["id1", "id2"] ) Whenever i am running the above code block i am getting the error mentioned below, i can the run the above cell and below cell just not this one, same issue is coming in the same cell even i have open a new notebook and copied the code there
"""The kernel for Jupyter/Cold Email Generator/tutorial_chromadb.ipynb appears to have died. It will restart automatically."""
Outstanding exploration of Gen AI with Llama3.1! AI agents such as SmythOS provide infinite integration opportunities and pre-built templates for individuals that want to investigate additional solutions. #GenAI #AIInnovation
Thank you very much for this crip and clear content on the LLM with llama. I would rewrite your video of Restuarant suggestion application (which was using OpenAI) with llama. Once again thank you for this video. Appreciate your efforts.
Can Help??? collection.add( documents=[ "This document is about New York", "This document is about Delhi" ], ids=["id1", "id2"] ) Whenever i am running the above code block i am getting the error mentioned below, i can the run the above cell and below cell just not this one, same issue is coming in the same cell even i have open a new notebook and copied the code there
"""The kernel for Jupyter/Cold Email Generator/tutorial_chromadb.ipynb appears to have died. It will restart automatically."""
Thanks again for the detailed tutorial, I have two questions 1. What is the cost of running such models in production. 2. While scraping the links, any rate limiting issues you have faced ?
Hi In the second example, we uploaded couple of docs and fired a query. It gave relevance numbers. But, we did not link an llm to the chromabd at that point. So how does embedding/vectorization work while loading a document when we do not link any llm to chromadb?
@@codebasics that's good to hear. But I believe it would be only for personal use. If I want to scale it up and use for production purposes at my work, will this work? If not, is there any other way out?
Hello, in the JsonOutputParser section, the type of json_res is coming as list and not a dictionary. Update: setting json_res[0] instead of json_res solves the issue.
Sir, when query like you did in the tutorial i got an empty response. Why would it happen? Does it require an internet connection to work properly? It works on juoyter notebook but not in vscode why?
Hello Dhaval sir, first of all thankyou for the the quality content..😁 I had a little doubt. I think this code is good enough for a college project, but for solving the same problem on an industrial level, do we need some extra tools or services. And how can I learn to code like industry standards. Thank You😇
This is pretty much an industry standard. Additional enhancements you can make is to deploy streamlit app on a community cloud or in your company's internal cloud.
@@manavgora Can Help??? collection.add( documents=[ "This document is about New York", "This document is about Delhi" ], ids=["id1", "id2"] ) Whenever i am running the above code block i am getting the error mentioned below, i can the run the above cell and below cell just not this one, same issue is coming in the same cell even i have open a new notebook and copied the code there
"""The kernel for Jupyter/Cold Email Generator/tutorial_chromadb.ipynb appears to have died. It will restart automatically."""
@@codebasics Can Help??? collection.add( documents=[ "This document is about New York", "This document is about Delhi" ], ids=["id1", "id2"] ) Whenever i am running the above code block i am getting the error mentioned below, i can the run the above cell and below cell just not this one, same issue is coming in the same cell even i have open a new notebook and copied the code there
"""The kernel for Jupyter/Cold Email Generator/tutorial_chromadb.ipynb appears to have died. It will restart automatically."""
Thank you for the video. When you send a prompt containing more text than the LLM can process as input, what happens to the extra text? How do you manage this?
hi, Its simple, 1. Open file explorer and then 2. click on "This PC" and there open C drive . Now when u are in C drive , create a new folder and name it is as "Code", and u are done 😁😁. To open the jupyter notebook , open that "Code" folder that u just created and right click and find an option called as "Git bash here", then a terminal window opens and there u can write the code as given in video "python -m notebook".
I'm exploring options for integrating large AI models like LLaMA into my app. Besides Grok, what are some user-friendly alternatives you recommend for beginners? Thanks!
Can Help??? collection.add( documents=[ "This document is about New York", "This document is about Delhi" ], ids=["id1", "id2"] ) Whenever i am running the above code block i am getting the error mentioned below, i can the run the above cell and below cell just not this one, same issue is coming in the same cell even i have open a new notebook and copied the code there
"""The kernel for Jupyter/Cold Email Generator/tutorial_chromadb.ipynb appears to have died. It will restart automatically."""
"I'm getting a Kernel dead error when running chromadb. Any suggestions on how to fix this?""I'm getting a Kernel dead error when running chromadb. Any suggestions on how to fix this?"
Hi Sir, Thank you the clear Cut Explanation and knowledge. I learn and follow ur projects max. I have one doubt, how to use gemini AI in-stand of groq cloud. Please help me. Thank you so much🎉.
I have a doubt . Chromadb is a vector database , which stores vectors , I want to know where and which Embedding technique you used for storing the portfolios into chromadb. Could any one clarify this??
The 'job' variable is not described well in the video and even the code has an error. It is used before being defined. It could be improved for clarity of the novice.
hey there my code is completely working in jupyter notebook but in next step when we built classes and functions in vs code after all that it's giving error that chromadb module not found even though I have it installed in my folder , i tried installing it again but still its not working
Hello Sir while using chroma db it is not running and a dialogue box appears and shows the kernel for chromadb.ipynb appears to have died. It will restart automatically. I am using it in Jupyter notebook please help
i have one question that did you deployed this on instance or doing locally. whenever need just run code and get the cold email like that. if lets suppose i am in TCS and i have to create such application then can you tell us as deployment wise how we will do.
This is running locally but using streamlit public cloud you can deploy it to cloud very easily. On youtube, you will find videos on this (trust me it is very easy and straight forward)
Hi. Should I buy MacBook Air M3 pro 16GB for AI development? Please let me know, I am to start following your 8 month AI developer roadmap, already learning Python on my company Windows system (restricted by them). Getting a PC is not worth for me (even though that would be cheaper).
Sir I made a Law Based LLM app which can answer questions based on Indian Context and no rag / fine tuning was required with lamma 3.1 So does lamma 3.1 have that much data about india, isn't a threat then?
Can Help??? collection.add( documents=[ "This document is about New York", "This document is about Delhi" ], ids=["id1", "id2"] ) Whenever i am running the above code block i am getting the error mentioned below, i can the run the above cell and below cell just not this one, same issue is coming in the same cell even i have open a new notebook and copied the code there
"""The kernel for Jupyter/Cold Email Generator/tutorial_chromadb.ipynb appears to have died. It will restart automatically."""
can someone throw light on how we decided to get the job requirements in JSON format from the webbased loader? i would like to know the thought process behind the decision please
Facing a lot of issues with Python 3.12 and latest chromaDB. Also numpy version conflicts arising. @codebasics please mention the python version you are using.
Can i add this project in resume Sir? can you please tell me which project should i add to get job in data science or data analytivs to impress manager by this projects??
streamlit : The term 'streamlit' is not recognized as the name of a cmdlet, function, script file, or operable program. Check the spelling of the name, or if a path was included, verify that the path is correct and try again. It is showing error.....please any help who completed this project
@@codebasics I have put all effort required to make this project.....but at last its not working......showing the above error.....Please help to fix it.
You use dotenv module. from dotenv import load_env load_dotenv() This will automatically locate the .env file and load those variables in an environment
@@codebasics can you give me some detail, like in existing email generator we use portfolio with techstack and email generates. But when I want to write proposal then how I adjust it? Please explain this concept.
You need to adjust the prompt such that it generates an upwork proposal (instead of an email). The portfolio links part remain the same, you will have your upwork portfolio link somehow. IF you have a single portfolio then you don't even need that entire chromadb part, you can just put that single link inside your prompt so that in every proposal same link is included
Sir can you please help me to build a generative AI project. Topic- Generate Time lapse video by predicting the growth of a crop. I mean it will generate futuristic time lapse video that how a crop will look while growing by scanning or taking the photo of the crop at its current state
![[1hr Talk] Intro to Large Language Models](http://i.ytimg.com/vi/zjkBMFhNj_g/mqdefault.jpg)
Check codebasics.io/ for practical AI courses where I teach AI concepts in an intuitive, industry relevant way.
00:04 Building a cold email generator using Lama 3.1
02:38 Automated email generation based on job post skills
08:19 Using Llama3.1 for fast response
10:55 Creating and manipulating collections in ChromaDB using Python
16:27 Web B loader for web scraping and data extraction
19:09 Utilizing prompt extract for data extraction and email generation
24:08 Creation and retrieval of data using Python code
26:28 Creating prompt templates for email generation using Gen AI Project
31:02 Streamlit framework for quick UI prototyping
33:42 Best practice for storing API key separately from code
38:34 Automating job application process with Gen AI Project using Llama3.1
40:46 Using Llama3.1 for Gen AI Project
Sir i got my job in London as remote ML engineer. Your video helps me to crack the interview
Can Help???
collection.add(
documents=[
"This document is about New York",
"This document is about Delhi"
],
ids=["id1", "id2"]
)
Whenever i am running the above code block i am getting the error mentioned below, i can the run the above cell and below cell just not this one, same issue is coming in the same cell even i have open a new notebook and copied the code there
"""The kernel for Jupyter/Cold Email Generator/tutorial_chromadb.ipynb appears to have died. It will restart automatically."""
Hey I am also ML engineer doing Deep learning specialization from coursera by Andrew ng is it worth it to do and please tell me how you got this job??
Sir I thank you from bottom of my heart for this amazing tutorials . Really getting to learn a lot!!!!
bro how did you get the csv file?
Can Help???
collection.add(
documents=[
"This document is about New York",
"This document is about Delhi"
],
ids=["id1", "id2"]
)
Whenever i am running the above code block i am getting the error mentioned below, i can the run the above cell and below cell just not this one, same issue is coming in the same cell even i have open a new notebook and copied the code there
"""The kernel for Jupyter/Cold Email Generator/tutorial_chromadb.ipynb appears to have died. It will restart automatically."""
Your guidance has been greatly beneficial to me as a data science student.
Wishing you a happy teachers' day, Dhaval sir 🤍 Thank you for uploading yet another amazing tutorial!
Outstanding exploration of Gen AI with Llama3.1! AI .. Thank you sir
Glad you liked it!
@@codebasics Hi bro, Your videos are excellent, may I translate them to uzbek lang, for may channel?
Can Help???
collection.add(
documents=[
"This document is about New York",
"This document is about Delhi"
],
ids=["id1", "id2"]
)
Whenever i am running the above code block i am getting the error mentioned below, i can the run the above cell and below cell just not this one, same issue is coming in the same cell even i have open a new notebook and copied the code there
"""The kernel for Jupyter/Cold Email Generator/tutorial_chromadb.ipynb appears to have died. It will restart automatically."""
@@eternalsgaming2467 could you please explain what is that c folder mean and what did he done at 7:03 of the video
@@mohamedaashik8063 he is just creating a folder so that he can have all the files related to the project at one place
This is Amazing ! The best part you described the very basic things going to the website document which builds the confidence in us.
Peter Pandey. Amazing Videos. The way you explain step by step in Jupyter and then IDE is amazing. Great to understand what is happening.
What a great lesson!! I always learn so much from you. Thank You
Outstanding exploration of Gen AI with Llama3.1! AI agents such as SmythOS provide infinite integration opportunities and pre-built templates for individuals that want to investigate additional solutions. #GenAI #AIInnovation
Very helpful project which can be expanded and leveraged to many other use cases. Thank you sir for your excellent teaching and detailed explanations!
Great work, Thank you. Pls keep on adding more videos like this.
What a coincidence! I created a POC in my company with almost the exact same tech stack and almost similar application 😊
Hi
which company?
I dont think this language work efficiently, unable to extract data from ocr text
poc means?
@@rashedin6356 proof of concept
love you ho gya g level daa hiraaa bandaa hai g wawa sariya muhabtaaaa bhai dy naaal sady aloo
phenomenal work dhaval bhai
Thanks for the sales nuggets-key input for contextual cold emails!
Looks like, you are busy in your company work now a days. ! video after long time. As usual its great !!!
Thank you very much for this crip and clear content on the LLM with llama. I would rewrite your video of Restuarant suggestion application (which was using OpenAI) with llama. Once again thank you for this video. Appreciate your efforts.
Go for it. Wish you all the best 👍
Can Help???
collection.add(
documents=[
"This document is about New York",
"This document is about Delhi"
],
ids=["id1", "id2"]
)
Whenever i am running the above code block i am getting the error mentioned below, i can the run the above cell and below cell just not this one, same issue is coming in the same cell even i have open a new notebook and copied the code there
"""The kernel for Jupyter/Cold Email Generator/tutorial_chromadb.ipynb appears to have died. It will restart automatically."""
great work done with clear work and no time waste
Kudos to you for explaining in detail 😀
This is awesome and informative, thank you!
I Just finished my End to End NLP project, now I'll start this one 👻👻
what project did u make bro?
From where did u make
Thankyou very much sir you are a pure blessing
Thanks for sharing new stuff with us.
What a session!!!
Awesome work. Love your videos
this video is very helpfull for me, thank you so much sir for creating this amazing video🥰🥰
hey folk, did u put this project in ur CV ?
This is great , thank you
Thanks again for the detailed tutorial, I have two questions
1. What is the cost of running such models in production.
2. While scraping the links, any rate limiting issues you have faced ?
Awesome. Please make more videos like that.
Really amazing sir
All I can say is - WOW !
LOved it!
Also, please talk about AI/ML security in some videos. If possible, give code examples in the cybersecurity domain.
Wonderful project. Keep it up
Hi
In the second example, we uploaded couple of docs and fired a query. It gave relevance numbers. But, we did not link an llm to the chromabd at that point. So how does embedding/vectorization work while loading a document when we do not link any llm to chromadb?
you are great sir🎉❤
Great video!! I have a question
What about the cost? Will it also incur cost based on the tokens or is there any way to run it locally?
It is free
@@codebasics that's good to hear. But I believe it would be only for personal use.
If I want to scale it up and use for production purposes at my work, will this work? If not, is there any other way out?
Hello, in the JsonOutputParser section, the type of json_res is coming as list and not a dictionary.
Update: setting json_res[0] instead of json_res solves the issue.
Great job, thank you !
thanks a lot man, love you
Sir, when query like you did in the tutorial i got an empty response. Why would it happen? Does it require an internet connection to work properly?
It works on juoyter notebook but not in vscode why?
Hello Dhaval sir, first of all thankyou for the the quality content..😁
I had a little doubt.
I think this code is good enough for a college project, but for solving the same problem on an industrial level, do we need some extra tools or services.
And how can I learn to code like industry standards.
Thank You😇
This is pretty much an industry standard. Additional enhancements you can make is to deploy streamlit app on a community cloud or in your company's internal cloud.
@@codebasics ok sir, thankyou for your response
@@manavgora Can Help???
collection.add(
documents=[
"This document is about New York",
"This document is about Delhi"
],
ids=["id1", "id2"]
)
Whenever i am running the above code block i am getting the error mentioned below, i can the run the above cell and below cell just not this one, same issue is coming in the same cell even i have open a new notebook and copied the code there
"""The kernel for Jupyter/Cold Email Generator/tutorial_chromadb.ipynb appears to have died. It will restart automatically."""
@@codebasics Can Help???
collection.add(
documents=[
"This document is about New York",
"This document is about Delhi"
],
ids=["id1", "id2"]
)
Whenever i am running the above code block i am getting the error mentioned below, i can the run the above cell and below cell just not this one, same issue is coming in the same cell even i have open a new notebook and copied the code there
"""The kernel for Jupyter/Cold Email Generator/tutorial_chromadb.ipynb appears to have died. It will restart automatically."""
@@eternalsgaming2467 start using google colab
please upload more end to end Gen Ai projects
Yes one more project is coming up
Sir when can we expect the launch of full and proper data science course like your data analytics bootcamp 3.0 ?
Thank you very much sir
Thank you for the video. When you send a prompt containing more text than the LLM can process as input, what happens to the extra text? How do you manage this?
Please make some videos on langchain memory and langgraph.
7:03 can anyone of you explain please what is that c code folder and how to create and run that api in that?
hi, Its simple, 1. Open file explorer and then 2. click on "This PC" and there open C drive . Now when u are in C drive , create a new folder and name it is as "Code", and u are done 😁😁. To open the jupyter notebook , open that "Code" folder that u just created and right click and find an option called as "Git bash here", then a terminal window opens and there u can write the code as given in video "python -m notebook".
I'm exploring options for integrating large AI models like LLaMA into my app. Besides Grok, what are some user-friendly alternatives you recommend for beginners? Thanks!
Thank you. This is so wonderful.
Can I use FAISS db instead of chromadb
yes
Can Help???
collection.add(
documents=[
"This document is about New York",
"This document is about Delhi"
],
ids=["id1", "id2"]
)
Whenever i am running the above code block i am getting the error mentioned below, i can the run the above cell and below cell just not this one, same issue is coming in the same cell even i have open a new notebook and copied the code there
"""The kernel for Jupyter/Cold Email Generator/tutorial_chromadb.ipynb appears to have died. It will restart automatically."""
Sir I am a fresher. At 7:10 u opened a terminal.Which terminal was it? please add those steps in video
same my doubt too
It was git bash, come with git(optionally), not exactly based on linux, but provide some linux type command line interface
I am getting portfolio.csv not found error please help
Great! Now create a cold email reader/analyzer and action taker, make them middlemen, managers useless!
Hi sir make communication master class
For data analyst modules
"I'm getting a Kernel dead error when running chromadb. Any suggestions on how to fix this?""I'm getting a Kernel dead error when running chromadb. Any suggestions on how to fix this?"
When you’re going to launch generative ai course ?
1:47 LMAO I DIDNT EXPECT YOU MENTIONED INDONESIA (fr I want to go to overseas company because even in Indonesia it's too low 💀)
at 12:31 while runing my kernel dies and it says it will restart, how to overcome
Same
@plasmak3297 hi bro I uploaded the ipynb file in vs code and it worked. Try that,it says it's running out of memory in jupiter notebook.
@@Saisujal_11 alright thanks friend
@@Saisujal_11 bro showing the same error? how did you do that
@pranjitdas2198 I uploaded the ipynb to vs code and it worked, try to do this ir use some other online kernel..
create a video on the roadmap of a blockchain engineer/developer
I want to learn machine learning and make a project on it, so is the graphics card from Intel Iris enough or will a dedicated one be required
Hi Sir,
Thank you the clear Cut Explanation and knowledge. I learn and follow ur projects max. I have one doubt, how to use gemini AI in-stand of groq cloud.
Please help me.
Thank you so much🎉.
for some websites, no proper text-extraction is done which shows: "Just a moment...Enable JavaScript and cookies to continue". How to handle this ?
I have a doubt . Chromadb is a vector database , which stores vectors , I want to know where and which Embedding technique you used for storing the portfolios into chromadb. Could any one clarify this??
The 'job' variable is not described well in the video and even the code has an error. It is used before being defined. It could be improved for clarity of the novice.
Thank you
hey there my code is completely working in jupyter notebook but in next step when we built classes and functions in vs code after all that it's giving error that chromadb module not found even though I have it installed in my folder , i tried installing it again but still its not working
Hello Sir while using chroma db it is not running and a dialogue box appears and shows the kernel for chromadb.ipynb appears to have died. It will restart automatically.
I am using it in Jupyter notebook please help
i have one question that did you deployed this on instance or doing locally. whenever need just run code and get the cold email like that. if lets suppose i am in TCS and i have to create such application then can you tell us as deployment wise how we will do.
This is running locally but using streamlit public cloud you can deploy it to cloud very easily. On youtube, you will find videos on this (trust me it is very easy and straight forward)
Thanks 🙏
How can i generate code, that is fine tune also ? Which ai model should i use that is for free ?
Can you give some ideas on a End to End GenAI projects in Finance domain. I not able to any idea what can be made in Finance domain.
@codebasics
Hope this will help me I am working on llama 3
Hi. Should I buy MacBook Air M3 pro 16GB for AI development? Please let me know, I am to start following your 8 month AI developer roadmap, already learning Python on my company Windows system (restricted by them). Getting a PC is not worth for me (even though that would be cheaper).
You don't need to spend lakhs for AI development, basic laptop is more than enough and later maybe after 5-6 years, you can upgrade
Is there any way i can add documents through UI into chroma db. Like milvus have attu as UI
Sir I made a Law Based LLM app which can answer questions based on Indian Context and no rag / fine tuning was required with lamma 3.1
So does lamma 3.1 have that much data about india, isn't a threat then?
Can Help???
collection.add(
documents=[
"This document is about New York",
"This document is about Delhi"
],
ids=["id1", "id2"]
)
Whenever i am running the above code block i am getting the error mentioned below, i can the run the above cell and below cell just not this one, same issue is coming in the same cell even i have open a new notebook and copied the code there
"""The kernel for Jupyter/Cold Email Generator/tutorial_chromadb.ipynb appears to have died. It will restart automatically."""
tks sir
Sir I want purchase your course but how connect with you. You have not provide any calling number in your site codebasics..🤔
drop an email to info@codebasics.io
can someone throw light on how we decided to get the job requirements in JSON format from the webbased loader? i would like to know the thought process behind the decision please
sir can u make a end to end project related to vapi Ai assistant plzzzzzzzz
Once you get this please help me in that also. I am also working on this
Facing a lot of issues with Python 3.12 and latest chromaDB. Also numpy version conflicts arising. @codebasics please mention the python version you are using.
Try using conda instead of pip install. You may also need to downgrade your python version to 3.10
When i hit the submit button it is creating multiple results continuously without stopping. How to fix this..
Can i add this project in resume Sir? can you please tell me which project should i add to get job in data science or data analytivs to impress manager by this projects??
Not able to get he api key of lamma3.1 in console.groq is not able to verify you are human. Please help me in that.
is that csv file of portfolio necessary ? if so can you provide it it would be of great help,Thanks!
How the person who don’t have development background can get the job in AI
In my case I worked in IT infra domain since last 10 years
I am not able to retrieve the data using web scraping
AttributeError: 'Collection' object has no attribute 'model_fields' i got this error in 3 line of tutorila_chromadb while making collection
what was the paid promotion in this video? is that the promotional video for groq?
fireducks. It is an opensource library that makes pandas program faster
Hi sir,
I would like to upskill my self in gen ai. Could you please reply what i should i learn from scratch to make my hands dirty in gen ai.
How to deploy please make a video because llm file is not inserted in chatgpt
Sir could you make video on diffusion
Diffusion is getting famous in AI
In tutorial_chromadb , there is error came in 3 line while making the collection, if someone knows kindly helppp
streamlit : The term 'streamlit' is not recognized as the name of a cmdlet, function, script file, or operable program. Check the
spelling of the name, or if a path was included, verify that the path is correct and try again. It is showing error.....please any help who completed this project
pip install streamlit
@@codebasics I did this on my PowerShell terminal.....but still not working
@@codebasics I have put all effort required to make this project.....but at last its not working......showing the above error.....Please help to fix it.
If I want to store the groq api key in .env file then how can I call it?
You use dotenv module.
from dotenv import load_env
load_dotenv()
This will automatically locate the .env file and load those variables in an environment
attributeerror: 'collection' object has no attribute 'model_fields' facing this issue on mac os
AttributeError: type object 'ListOutputParser' has no attribute 'model_rebuild'
can we use this application for writing upwork proposal?
Yes.
@@codebasics can you give me some detail, like in existing email generator we use portfolio with techstack and email generates. But when I want to write proposal then how I adjust it? Please explain this concept.
You need to adjust the prompt such that it generates an upwork proposal (instead of an email). The portfolio links part remain the same, you will have your upwork portfolio link somehow. IF you have a single portfolio then you don't even need that entire chromadb part, you can just put that single link inside your prompt so that in every proposal same link is included
@@codebasics Thanks! I will do that.
Sir can you please help me to build a generative AI project. Topic- Generate Time lapse video by predicting the growth of a crop. I mean it will generate futuristic time lapse video that how a crop will look while growing by scanning or taking the photo of the crop at its current state
Sir please do python dsa
I already have DSA playlist in python. Please search in youtube "codebasics data structures"