10 ChatGPT Initiatives case research Cheat Sheet

ChatGPT is revolutionizing the panorama of synthetic intelligence capabilities. The newest cheat sheet serves as a worthwhile useful resource, providing steering on 10 partaking hands-on tasks that showcase the potential of leveraging ChatGPT in varied information science functions. These tasks span a variety, from crafting AI assistants and internet functions to producing PowerPoint shows, offering sensible demonstrations in machine studying, pure language processing, and full-stack improvement.

The cheat sheet contains tutorial hyperlinks for every venture, providing complete step-by-step directions on harnessing ChatGPT’s conversational prompts. Notable tasks embody using ChatGPT for duties resembling a mortgage approval classifier mannequin, resume parsing, real-time language translation, exploratory information evaluation, and seamless integration with Google Sheets. Whether or not you’re a newcomer to ChatGPT or aiming to discover its superior functions, this compilation of tasks serves as a worthwhile place to begin to reinforce productiveness and expedite AI-assisted improvement.

That includes code examples in Python, React, and varied different languages, these thoughtfully curated tasks provide an immersive alternative to discover ChatGPT’s capabilities by means of hands-on experimentation. They function a wonderful means to enhance theoretical understanding with sensible proficiency. As ChatGPT undergoes fast development, sources like this cheat sheet develop into invaluable references for information scientists, enabling them to harness its potential and seamlessly combine AI into their work processes. This information is an important useful resource for any practitioner looking for to raise their ChatGPT expertise.

Listed here are the ten curated ChatGpt hands-on tasks to spice up information science workflows with ChatGPT throughout ML, NLP, and full stack dev, together with hyperlinks to full venture particulars.

1. Mortgage Approval Classifier

Study to completely leverage ChatGPT’s AI capabilities to spice up productiveness throughout the information science venture workflow – from planning to deployment. This sensible information will educate you how you can write prompts that maximize ChatGPT’s potential for outlining, analyzing, creating, and deploying the Mortgage Approval Classifier mannequin.

Hyperlink to the venture: https://www.datacamp.com/tutorial/chatgpt-data-science-projects

2. Increase a Resume parser with ChatGPT

We’ll use LangChain, to streamline the event of Language Mannequin-powered functions. You’ll use LangChain to name the OpenAI API and instruct GPT to format the information in response to the YAML template.

Hyperlink to the venture: https://seeai.hashnode.dev/transforming-unstructured-documents- to-standardized-formats-with-gpt-building-a-resume-parser/   

3. Language Translator

The aim of the Language Translator venture is to create a web-based translation app utilizing ChatGPT for the interpretation capabilities and Streamlit for constructing the net interface. Customers will be capable of enter textual content in a single language and have it translated to a different language in real-time.

Hyperlink to the venture: https://weblog.devgenius.io/how-to-build-a-language-translation- web-app-with-chatgpt-and-streamlit-e9fc399fbb75/

4. PowerPoint Presentation

The PowerPoint presentation venture goals to automate the creation of shows from lengthy textual content passages by utilizing ChatGPT. The system permits customers to enter textual content content material, sends it to ChatGPT API to generate a summarized bullet level listing, then converts the important thing factors into PowerPoint slides utilizing Python’s PPTX library.

Hyperlink to the venture: https://www.kdnuggets.com/2023/08/chatgpt-convert-text- powerpoint-presentation.html/

5. Minimal Voice Assistant

The venture goals to construct a fundamental voice-controlled AI assistant utilizing Python. It is going to use Speech Recognition to pay attention instructions and convert them to textual content. This article will be despatched to ChatGPT API to generate pure language responses. The responses will then be transformed again into speech utilizing pyttsx3 text-to-speech performance.

Hyperlink to the venture: https://github.com/reese3222/nanoassistant/

6. Knowledge Science With Code Interpreter

The venture explores how ChatGPT’s new Code Interpreter plugin can be utilized to streamline and automate frequent information science workflows. Code Interpreter can summarize information, carry out exploratory evaluation, preprocess datasets, construct baseline machine studying fashions, and clarify code.

Hyperlink to the venture: https://www.kdnuggets.com/2023/07/chatgpt-code-interpreter- data-science-minutes.html/

 7. To-Do Utility

The To-Do Utility venture explores utilizing ChatGPT to generate a fundamental to-do internet app with React, Subsequent.js, and Firebase integration. The intention is to evaluate how nicely ChatGPT can produce practical code for a easy CRUD utility based mostly on conversational prompts.

Hyperlink to the venture: https://weblog.bitsrc.io/i-asked-chat-gpt-to-build-a-to-do-app-have-we- finally-met-our-replacement-ad347ad74c51/

8. Exploratory Knowledge Evaluation

The venture demonstrates utilizing ChatGPT to carry out an end-to-end exploratory information evaluation on a textual content dataset. It reveals how ChatGPT might be prompted to plan the evaluation, clear the information, analyze distributions of key variables, make use of NLP strategies, visualize findings, and summarize insights.

Hyperlink to the venture: https://towardsdatascience.com/my-first-exploratory-data-analysis- with-chatgpt-7f100005efdc/

9. Full Stack Utility

The venture demonstrates creating an end-to-end internet utility leveraging ChatGPT for accelerated improvement. It includes constructing an academic app that makes use of ChatGPT for code help, greatest practices, and troubleshooting all through the total stack improvement course of.

Hyperlink to the venture: https://www.freecodecamp.org/information/build-a-full-stack-application- using-chatgpt/

10. ChatGPT with Google Sheets

The venture demonstrates integrating ChatGPT capabilities into Google Sheets for simple entry by means of customized formulation and menu features. It includes utilizing Google Apps Script to fetch responses from the ChatGPT API to summarize or simplify textual content from spreadsheet cells.

Hyperlink to the venture: https://www.freecodecamp.org/information/create-chat-gpt-formulas-in- google-sheets/