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 initiatives that showcase the potential of leveraging ChatGPT in varied information science purposes. These initiatives span a variety, from crafting AI assistants and net purposes to producing PowerPoint shows, offering sensible demonstrations in machine studying, pure language processing, and full-stack growth.
The cheat sheet contains tutorial hyperlinks for every venture, providing complete step-by-step directions on harnessing ChatGPT’s conversational prompts. Notable initiatives embody using ChatGPT for duties reminiscent of 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 purposes, this compilation of initiatives serves as a worthwhile place to begin to reinforce productiveness and expedite AI-assisted growth.
That includes code examples in Python, React, and varied different languages, these thoughtfully curated initiatives supply an immersive alternative to discover ChatGPT’s capabilities by way 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 change into invaluable references for information scientists, enabling them to harness its potential and seamlessly combine AI into their work processes. This information is a necessary useful resource for any practitioner searching for to raise their ChatGPT expertise.
Listed here are the ten curated ChatGpt hands-on initiatives 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 find out how to 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. Build up a Resume parser with ChatGPT
We’ll use LangChain, to streamline the event of Language Mannequin-powered purposes. 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 objective of the Language Translator venture is to create a web-based translation app utilizing ChatGPT for the interpretation capabilities and Streamlit for constructing the online interface. Customers will be capable to enter textual content in a single language and have it translated to a different language in real-time.
Hyperlink to the venture: https://blog.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 primary voice-controlled AI assistant utilizing Python. It would 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. Information Science With Code Interpreter
The venture explores how ChatGPT’s new Code Interpreter plugin can be utilized to streamline and automate widespread 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 primary to-do net app with React, Subsequent.js, and Firebase integration. The intention is to evaluate how effectively ChatGPT can produce purposeful code for a easy CRUD utility based mostly on conversational prompts.
Hyperlink to the venture: https://blog.bitsrc.io/i-asked-chat-gpt-to-build-a-to-do-app-have-we- finally-met-our-replacement-ad347ad74c51/
8. Exploratory Information 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 could 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 net utility leveraging ChatGPT for accelerated growth. It includes constructing an academic app that makes use of ChatGPT for code help, greatest practices, and troubleshooting all through the total stack growth course of.
Hyperlink to the venture: https://www.freecodecamp.org/news/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 way of customized formulation and menu capabilities. 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/news/create-chat-gpt-formulas-in- google-sheets/
10 ChatGPT Initiatives Cheat Sheet
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