ResearchGPT - LLM based #ai Data Science

1littlecoder · Intermediate ·🧠 Large Language Models ·3y ago

Key Takeaways

ResearchGPT is an LLM-based product that converts natural language questions into Python code for data analysis, utilizing models like the Anthropic model, and can be customized with different LLM wrappers.

Full Transcript

resource GPT is a new llm based product which you can use for data analysis you can ask the llm a question in a natural language and it is going to convert into a python code that gets run locally so that your data gets interpreted without a human being the installation is quite simple and then the project is open source the default model is an anthropic model but you can change the llm to a different wrapper try it out and let me know how do you feel for using a large language model for business Analytics

Original Description

GitHub - https://github.com/wgryc/phasellm/tree/main/demos-and-products/researchgpt
Watch on YouTube ↗ (saves to browser)
Sign in to unlock AI tutor explanation · ⚡30

Playlist

Uploads from 1littlecoder · 1littlecoder · 0 of 60

← Previous Next →
1 How to create your Free Data Science Blog on Github with Fastpages from Fastai
How to create your Free Data Science Blog on Github with Fastpages from Fastai
1littlecoder
 2 Making Interactive Matplotlib Plots for Data Science Visualizations on Jupyter (Python)
Making Interactive Matplotlib Plots for Data Science Visualizations on Jupyter (Python)
1littlecoder
 3 Create your first Data Science Web App using R Shiny
Create your first Data Science Web App using R Shiny
1littlecoder
 4 How to create a Reproducible Example in R using reprex
How to create a Reproducible Example in R using reprex
1littlecoder
 5 No Code Visualization using esquisse with Tableau-like Drag and Drop GUI in R
No Code Visualization using esquisse with Tableau-like Drag and Drop GUI in R
1littlecoder
 6 Scrape HTML Table using rvest and Process them for insights using tidyverse in R
Scrape HTML Table using rvest and Process them for insights using tidyverse in R
1littlecoder
 7 Google Teachable Machine Learning Build No Code AI solution
Google Teachable Machine Learning Build No Code AI solution
1littlecoder
 8 Create meaningful fake tidy datasets in R using fakir [#rstats Package]
Create meaningful fake tidy datasets in R using fakir [#rstats Package]
1littlecoder
 9 How to enable using R Programming with Visual Studio VS Code
How to enable using R Programming with Visual Studio VS Code
1littlecoder
 10 Python, Community, Books - with Abhiram R - Bangpypers Co-organizers | 1littlecoder podcast
Python, Community, Books - with Abhiram R - Bangpypers Co-organizers | 1littlecoder podcast
1littlecoder
 11 Growing a Tech Community across India - Anubha Maneshwar, Founder Girlscript | 1littlecoder Podcast
Growing a Tech Community across India - Anubha Maneshwar, Founder Girlscript | 1littlecoder Podcast
1littlecoder
 12 Intro to Google Colab - How to use Colab
Intro to Google Colab - How to use Colab
1littlecoder
 13 Intro to Plotly Express - Complex Interactive Charts with One-Line of Python Code
Intro to Plotly Express - Complex Interactive Charts with One-Line of Python Code
1littlecoder
 14 Indic NLP Python Toolkit Open Source Development - iNLTK Creator Gaurav Arora | 1littlecoder Podcast
Indic NLP Python Toolkit Open Source Development - iNLTK Creator Gaurav Arora | 1littlecoder Podcast
1littlecoder
 15 Do you want a career in Data Science - Tamil Webinar
Do you want a career in Data Science - Tamil Webinar
1littlecoder
 16 Android Smartphone Analysis in R [Live Coding Screencast]
Android Smartphone Analysis in R [Live Coding Screencast]
1littlecoder
 17 Programmatically create Images, Memes, Watermarks using Python with imgmaker
Programmatically create Images, Memes, Watermarks using Python with imgmaker
1littlecoder
 18 Kaggle Walkthrough to get you started with Data Science - Webinar
Kaggle Walkthrough to get you started with Data Science - Webinar
1littlecoder
 19 Community, Corporate Job, Coding - Gnana Lakshmi T C aka Gyan, WomenWhoCode Leadership Fellow
Community, Corporate Job, Coding - Gnana Lakshmi T C aka Gyan, WomenWhoCode Leadership Fellow
1littlecoder
 20 Easy ggplot2 Theme Customization with {ggeasy} | Data Visualization in R
Easy ggplot2 Theme Customization with {ggeasy} | Data Visualization in R
1littlecoder
 21 Excel to R - Pivot + Bar Chart in Excel & R using tidyverse [Live Coding]
Excel to R - Pivot + Bar Chart in Excel & R using tidyverse [Live Coding]
1littlecoder
 22 Excel to R #2 - VLOOKUP in Excel to LEFT_JOIN, MERGE in R
Excel to R #2 - VLOOKUP in Excel to LEFT_JOIN, MERGE in R
1littlecoder
 23 5 websites to get Free Real-World Datasets for Data Science/ML Projects
5 websites to get Free Real-World Datasets for Data Science/ML Projects
1littlecoder
 24 Excel to R #3 - APPROXIMATE VLOOKUP in Excel to FUZZY LEFT_JOIN in R
Excel to R #3 - APPROXIMATE VLOOKUP in Excel to FUZZY LEFT_JOIN in R
1littlecoder
 25 Correlation-alternative PPS (Predictive Power Score) Python Package Demo
Correlation-alternative PPS (Predictive Power Score) Python Package Demo
1littlecoder
 26 Automated Website Screenshots in R using {webshot}
Automated Website Screenshots in R using {webshot}
1littlecoder
 27 Installing Custom RStudio Theme (Synthwave85)
Installing Custom RStudio Theme (Synthwave85)
1littlecoder
 28 Analyse Google Trends Search Data in R using {gtrendsR}
Analyse Google Trends Search Data in R using {gtrendsR}
1littlecoder
 29 3 Tips to ask question on Stack Overflow the right way to get answers
3 Tips to ask question on Stack Overflow the right way to get answers
1littlecoder
 30 Learn Data Science with R - Mini Projects - Web Scraping Zomato
Learn Data Science with R - Mini Projects - Web Scraping Zomato
1littlecoder
 31 Easily make Dumbbell Chart using {ggcharts} | Data Visualization in R
Easily make Dumbbell Chart using {ggcharts} | Data Visualization in R
1littlecoder
 32 GET Hackernews Front Page Results using REST API in R
GET Hackernews Front Page Results using REST API in R
1littlecoder
 33 Quickly deploy ML WebApps from Google Colab using ngrok
Quickly deploy ML WebApps from Google Colab using ngrok
1littlecoder
 34 Use Jupyter Notebooks within VSCode (Visual Studio Code) in 2020
Use Jupyter Notebooks within VSCode (Visual Studio Code) in 2020
1littlecoder
 35 Plotly Interactive Plots as Pandas Plotting Backend df.plot()
Plotly Interactive Plots as Pandas Plotting Backend df.plot()
1littlecoder
 36 Stack Overflow Developer Survey 2020 Highlights for New Programmers
Stack Overflow Developer Survey 2020 Highlights for New Programmers
1littlecoder
 37 Matplotlib Animation Charts in Python using Celluloid
Matplotlib Animation Charts in Python using Celluloid
1littlecoder
 38 Coding, Postwoman, Passion Project Book - Liyas Thomas Open Source Developer - 1littlecoder podcast
Coding, Postwoman, Passion Project Book - Liyas Thomas Open Source Developer - 1littlecoder podcast
1littlecoder
 39 Aspiring Data Scientist, Tips on How to learn Business Domain Knowledge
Aspiring Data Scientist, Tips on How to learn Business Domain Knowledge
1littlecoder
 40 Bokeh Interactive Charts as Pandas Plotting Backend df.plot_bokeh()
Bokeh Interactive Charts as Pandas Plotting Backend df.plot_bokeh()
1littlecoder
 41 Easy Fast Python Pandas Summary with Sidetable | Pandas Tips & Tricks
Easy Fast Python Pandas Summary with Sidetable | Pandas Tips & Tricks
1littlecoder
 42 Inception, Content Ideas, Consistency - Srivatsan Srinivasan AIEngineering YouTube Content Creator
Inception, Content Ideas, Consistency - Srivatsan Srinivasan AIEngineering YouTube Content Creator
1littlecoder
 43 ggplot2 Text Customization with ggtext | Data Visualization in R
ggplot2 Text Customization with ggtext | Data Visualization in R
1littlecoder
 44 Penguins Dataset Overview - iris alternative | EDA Data Visualization in R
Penguins Dataset Overview - iris alternative | EDA Data Visualization in R
1littlecoder
 45 YouTube Growth Tips, Content Creation - Bhavesh Bhatt, YouTuber (Data Science & Machine Learning) #7
YouTube Growth Tips, Content Creation - Bhavesh Bhatt, YouTuber (Data Science & Machine Learning) #7
1littlecoder
 46 Matplotlib Animated Bar Chart Race in Python | Data Visualization
Matplotlib Animated Bar Chart Race in Python | Data Visualization
1littlecoder
 47 Simple Python GUI Development using {guietta}
Simple Python GUI Development using {guietta}
1littlecoder
 48 #8 Niche, Growth, Monetization - David Langer - YouTuber Dave on Data
#8 Niche, Growth, Monetization - David Langer - YouTuber Dave on Data
1littlecoder
 49 Simple Fast 3-step Python OCR using Deep Learning 40+ Languages
Simple Fast 3-step Python OCR using Deep Learning 40+ Languages
1littlecoder
 50 Github New Feature Profile Summary/Mini-Resume - Profile Views
Github New Feature Profile Summary/Mini-Resume - Profile Views
1littlecoder
 51 Otto ML Assistant, GPT-3 on Philosophers, Nvidia-ARM - 3 ML Tech News
Otto ML Assistant, GPT-3 on Philosophers, Nvidia-ARM - 3 ML Tech News
1littlecoder
 52 What is OpenAI GPT-3 - Hype, Examples, Worries
What is OpenAI GPT-3 - Hype, Examples, Worries
1littlecoder
 53 Julia 1.5, Datamuse API, Live HDR+ Pixel 4a - Machine Learning Tech News
Julia 1.5, Datamuse API, Live HDR+ Pixel 4a - Machine Learning Tech News
1littlecoder
 54 Self-driving Car Engineer sentenced, arXiv Dataset, AI/ML Startup Idea - Machine Learning Tech News
Self-driving Car Engineer sentenced, arXiv Dataset, AI/ML Startup Idea - Machine Learning Tech News
1littlecoder
 55 GPT-3 Explorer, Ciphey (Automated Decryption), Py-Sudoku - ML Tech News
GPT-3 Explorer, Ciphey (Automated Decryption), Py-Sudoku - ML Tech News
1littlecoder
 56 How to use Advanced Google Search to extract Email Ids from Linkedin
How to use Advanced Google Search to extract Email Ids from Linkedin
1littlecoder
 57 Cartoonizer Toon-IT (AI Web App), GPT-3 Advice, Android Earthquake Detection - ML Tech News
Cartoonizer Toon-IT (AI Web App), GPT-3 Advice, Android Earthquake Detection - ML Tech News
1littlecoder
 58 Flow - R Package to visualize code logic, functions as a Flow Diagram
Flow - R Package to visualize code logic, functions as a Flow Diagram
1littlecoder
 59 Build GPT-3-like Language Model on Google Colab with minGPT [PyTorch]
Build GPT-3-like Language Model on Google Colab with minGPT [PyTorch]
1littlecoder
 60 Create a Pencil Sketch Portrait with Python OpenCV
Create a Pencil Sketch Portrait with Python OpenCV
1littlecoder

ResearchGPT is an innovative tool that leverages LLMs to facilitate data analysis by converting natural language questions into executable Python code, making it a valuable asset for business analytics. This tool is open-source and allows for customization with different LLM models. By using ResearchGPT, users can streamline their data analysis process and enhance their decision-making capabilities.

Key Takeaways
  1. Install ResearchGPT from the GitHub repository
  2. Configure the default Anthropic model or switch to a different LLM wrapper
  3. Formulate natural language questions for data analysis
  4. Run the Python code generated by the LLM locally
  5. Interpret the results and refine the questions as needed
💡 The ability to use natural language to query data and receive actionable insights without manual coding can significantly enhance the efficiency and accessibility of data analysis for both technical and non-technical users.

Related Reads

📰
I Added Observability to My AI PR Agent and It Was Silently Failing the Whole Time
Add observability to AI-powered tools to detect silent failures, as seen in an AI PR agent using Groq's Llama 3.3
Medium · Python
 📰
Anthropic Academy: Free AI Courses With a Certificate, Straight From the Maker of Claude
Get free AI courses with a certificate from Anthropic Academy, the maker of Claude AI, to enhance your AI skills and knowledge
Medium · AI
 📰
The Machine Accent Travels: AI Text Is Rhythmically Monotone in 70/70 Cells Across 3 Languages
Discover how AI-generated text has a rhythmically monotone pattern across languages, and why this matters for natural language processing
Dev.to AI
 📰
SynapseAI: What Happened When I Stopped Trusting Just One LLM
Learn how to stop relying on a single LLM and explore alternative AI models for more accurate results
Medium · LLM
Up next
5 Levels of AI Agents - From Simple LLM Calls to Multi-Agent Systems
Dave Ebbelaar (LLM Eng)
Watch →