Forwarded from Machine Learning with Python
ChatGPT cheat sheet for data science.pdf
29 MB
Title: ChatGPT Cheat Sheet for Data Science (2025)
Source: DataCamp
Description:
This comprehensive cheat sheet serves as an essential guide for leveraging ChatGPT in data science workflows. Designed for both beginners and seasoned practitioners, it provides actionable prompts, code examples, and best practices to streamline tasks such as data generation, analysis, modeling, and automation. Key features include:
- Code Generation: Scripts for creating sample datasets in Python using Pandas and NumPy (e.g., generating tables with primary keys, names, ages, and salaries) .
- Data Analysis: Techniques for exploratory data analysis (EDA), hypothesis testing, and predictive modeling, including visualization recommendations (bar charts, line graphs) and statistical methods .
- Machine Learning: Guidance on algorithm selection, hyperparameter tuning, and model interpretation, with examples tailored for Python and SQL .
- NLP Applications: Tools for text classification, sentiment analysis, and named entity recognition, leveraging ChatGPT’s natural language processing capabilities .
- Workflow Automation: Strategies for automating repetitive tasks like data cleaning (handling duplicates, missing values) and report generation .
The guide also addresses ChatGPT’s limitations, such as potential biases and hallucinations, while emphasizing best practices for iterative prompting and verification . Updated for 2025, it integrates the latest advancements in AI-assisted data science, making it a must-have resource for efficient, conversational-driven analytics.
Tags:
#ChatGPT #DataScience #CheatSheet #2025Edition #DataCamp #Python #MachineLearning #DataAnalysis #Automation #NLP #SQL
https://xn--r1a.website/CodeProgrammer⭐️
Source: DataCamp
Description:
This comprehensive cheat sheet serves as an essential guide for leveraging ChatGPT in data science workflows. Designed for both beginners and seasoned practitioners, it provides actionable prompts, code examples, and best practices to streamline tasks such as data generation, analysis, modeling, and automation. Key features include:
- Code Generation: Scripts for creating sample datasets in Python using Pandas and NumPy (e.g., generating tables with primary keys, names, ages, and salaries) .
- Data Analysis: Techniques for exploratory data analysis (EDA), hypothesis testing, and predictive modeling, including visualization recommendations (bar charts, line graphs) and statistical methods .
- Machine Learning: Guidance on algorithm selection, hyperparameter tuning, and model interpretation, with examples tailored for Python and SQL .
- NLP Applications: Tools for text classification, sentiment analysis, and named entity recognition, leveraging ChatGPT’s natural language processing capabilities .
- Workflow Automation: Strategies for automating repetitive tasks like data cleaning (handling duplicates, missing values) and report generation .
The guide also addresses ChatGPT’s limitations, such as potential biases and hallucinations, while emphasizing best practices for iterative prompting and verification . Updated for 2025, it integrates the latest advancements in AI-assisted data science, making it a must-have resource for efficient, conversational-driven analytics.
Tags:
#ChatGPT #DataScience #CheatSheet #2025Edition #DataCamp #Python #MachineLearning #DataAnalysis #Automation #NLP #SQL
https://xn--r1a.website/CodeProgrammer
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Forwarded from Machine Learning with Python
ChatGPT Cheat Sheet for Business (2025).pdf
8 MB
ChatGPT Cheat Sheet for Business - DataCamp
Unlock the full potential of AI with our comprehensive ChatGPT Cheat Sheet for Business! Tailored specifically for professionals and entrepreneurs, this guide offers actionable insights on leveraging ChatGPT to streamline workflows, enhance customer interactions, and drive business growth. Whether you're a marketing specialist, project manager, or CEO, this cheat sheet is your go-to resource for mastering conversational AI.
From crafting compelling content to automating routine tasks, learn how to harness the power of ChatGPT in real-world business scenarios. With clear examples and step-by-step instructions, you’ll be able to integrate ChatGPT seamlessly into your operations, improving efficiency and innovation.
Don’t miss out on staying ahead of the competition by embracing the future of AI-driven solutions!
#ChatGPT #AIforBusiness #DataCamp #CheatSheet #ConversationalAI #BusinessGrowth #Automation #CustomerEngagement #ContentCreation #EfficiencyBoost #Innovation #FutureOfWork #TechTrends #AIInnovation #DigitalTransformation #BusinessSuccess
https://xn--r1a.website/CodeProgrammer⭐️
Unlock the full potential of AI with our comprehensive ChatGPT Cheat Sheet for Business! Tailored specifically for professionals and entrepreneurs, this guide offers actionable insights on leveraging ChatGPT to streamline workflows, enhance customer interactions, and drive business growth. Whether you're a marketing specialist, project manager, or CEO, this cheat sheet is your go-to resource for mastering conversational AI.
From crafting compelling content to automating routine tasks, learn how to harness the power of ChatGPT in real-world business scenarios. With clear examples and step-by-step instructions, you’ll be able to integrate ChatGPT seamlessly into your operations, improving efficiency and innovation.
Don’t miss out on staying ahead of the competition by embracing the future of AI-driven solutions!
#ChatGPT #AIforBusiness #DataCamp #CheatSheet #ConversationalAI #BusinessGrowth #Automation #CustomerEngagement #ContentCreation #EfficiencyBoost #Innovation #FutureOfWork #TechTrends #AIInnovation #DigitalTransformation #BusinessSuccess
https://xn--r1a.website/CodeProgrammer
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Best Deep Learning Courses:
https://mltut.com/best-deep-learning-courses-on-coursera/
https://mltut.com/best-deep-learning-courses-on-coursera/
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https://xn--r1a.website/DataScienceM
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Create pivot tables in your Jupyter Notebook:
Here's the link to the #GitHub repo and documentation:
https://pivottable.js.org/examples/
Here's the link to the #GitHub repo and documentation:
https://pivottable.js.org/examples/
#MachineLearning #DeepLearning #BigData #Datascience #ML #HealthTech #DataVisualization #ArtificialInteligence #SoftwareEngineering #GenAI #deeplearning #ChatGPT #OpenAI #python #AI #keras
https://xn--r1a.website/DataScienceM
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20x faster KMeans with Faiss!!
#KMeans uses a slow, exhaustive search to find the nearest centroids.
#Faiss uses "Inverted Index"—an optimized data structure to store and index data points for approximate neighbor search.
#KMeans uses a slow, exhaustive search to find the nearest centroids.
#Faiss uses "Inverted Index"—an optimized data structure to store and index data points for approximate neighbor search.
#MachineLearning #DeepLearning #BigData #Datascience #ML #HealthTech #DataVisualization #ArtificialInteligence #SoftwareEngineering #GenAI #deeplearning #ChatGPT #OpenAI #python #AI #keras
https://xn--r1a.website/DataScienceM
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🔥 Trending Repository: LLMs-from-scratch
📝 Description: Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
🔗 Repository URL: https://github.com/rasbt/LLMs-from-scratch
🌐 Website: https://amzn.to/4fqvn0D
📖 Readme: https://github.com/rasbt/LLMs-from-scratch#readme
📊 Statistics:
🌟 Stars: 64.4K stars
👀 Watchers: 589
🍴 Forks: 9K forks
💻 Programming Languages: Jupyter Notebook - Python
🏷️ Related Topics:
==================================
🧠 By: https://xn--r1a.website/DataScienceM
📝 Description: Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
🔗 Repository URL: https://github.com/rasbt/LLMs-from-scratch
🌐 Website: https://amzn.to/4fqvn0D
📖 Readme: https://github.com/rasbt/LLMs-from-scratch#readme
📊 Statistics:
🌟 Stars: 64.4K stars
👀 Watchers: 589
🍴 Forks: 9K forks
💻 Programming Languages: Jupyter Notebook - Python
🏷️ Related Topics:
#python #machine_learning #ai #deep_learning #pytorch #artificial_intelligence #transformer #gpt #language_model #from_scratch #large_language_models #llm #chatgpt
==================================
🧠 By: https://xn--r1a.website/DataScienceM
✨ Image Processing with Gemini Pro ✨
📖 Table of Contents Image Processing with Gemini Pro Getting Started with Gemini Pro: An Overview Gemini Pro Setup Integrating Google AI Python SDK with Gemini Pro Image Processing with Gemini Pro: Python Code Generation Comprehensive List of GenAI Models Compatible…...
🏷️ #ArtificialIntelligence #ChatGPT #DeepLearning #Gemini #GeminiPro #GenAI #GenerativeAI #GoogleCloud #ImageProcessing #Python #Transformers #Tutorial #VertexAI
📖 Table of Contents Image Processing with Gemini Pro Getting Started with Gemini Pro: An Overview Gemini Pro Setup Integrating Google AI Python SDK with Gemini Pro Image Processing with Gemini Pro: Python Code Generation Comprehensive List of GenAI Models Compatible…...
🏷️ #ArtificialIntelligence #ChatGPT #DeepLearning #Gemini #GeminiPro #GenAI #GenerativeAI #GoogleCloud #ImageProcessing #Python #Transformers #Tutorial #VertexAI
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🔥 Trending Repository: system_prompts_leaks
📝 Description: Collection of extracted System Prompts from popular chatbots like ChatGPT, Claude & Gemini
🔗 Repository URL: https://github.com/asgeirtj/system_prompts_leaks
📖 Readme: https://github.com/asgeirtj/system_prompts_leaks#readme
📊 Statistics:
🌟 Stars: 9.2K stars
👀 Watchers: 200
🍴 Forks: 2K forks
💻 Programming Languages: JavaScript
🏷️ Related Topics:
==================================
🧠 By: https://xn--r1a.website/DataScienceM
📝 Description: Collection of extracted System Prompts from popular chatbots like ChatGPT, Claude & Gemini
🔗 Repository URL: https://github.com/asgeirtj/system_prompts_leaks
📖 Readme: https://github.com/asgeirtj/system_prompts_leaks#readme
📊 Statistics:
🌟 Stars: 9.2K stars
👀 Watchers: 200
🍴 Forks: 2K forks
💻 Programming Languages: JavaScript
🏷️ Related Topics:
#ai #gemini #openai #chatbots #prompts #claude #google_deepmind #large_language_models #llm #prompt_engineering #generative_ai #chatgpt #prompt_injection #anthropic
==================================
🧠 By: https://xn--r1a.website/DataScienceM
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🔥 Trending Repository: generative-ai-for-beginners
📝 Description: 21 Lessons, Get Started Building with Generative AI
🔗 Repository URL: https://github.com/microsoft/generative-ai-for-beginners
📖 Readme: https://github.com/microsoft/generative-ai-for-beginners#readme
📊 Statistics:
🌟 Stars: 95.7K stars
👀 Watchers: 827
🍴 Forks: 50.1K forks
💻 Programming Languages: Jupyter Notebook - Python - JavaScript - TypeScript - Shell - PowerShell
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🧠 By: https://xn--r1a.website/DataScienceM
📝 Description: 21 Lessons, Get Started Building with Generative AI
🔗 Repository URL: https://github.com/microsoft/generative-ai-for-beginners
📖 Readme: https://github.com/microsoft/generative-ai-for-beginners#readme
📊 Statistics:
🌟 Stars: 95.7K stars
👀 Watchers: 827
🍴 Forks: 50.1K forks
💻 Programming Languages: Jupyter Notebook - Python - JavaScript - TypeScript - Shell - PowerShell
🏷️ Related Topics:
#ai #azure #transformers #openai #gpt #language_model #semantic_search #dall_e #prompt_engineering #llms #generative_ai #generativeai #chatgpt #microsoft_for_beginners
==================================
🧠 By: https://xn--r1a.website/DataScienceM
🔥 Trending Repository: Pake
📝 Description: 🤱🏻 Turn any webpage into a desktop app with Rust. 🤱🏻 利用 Rust 轻松构建轻量级多端桌面应用
🔗 Repository URL: https://github.com/tw93/Pake
📖 Readme: https://github.com/tw93/Pake#readme
📊 Statistics:
🌟 Stars: 41.3K stars
👀 Watchers: 218
🍴 Forks: 7.7K forks
💻 Programming Languages: JavaScript - Rust - Dockerfile
🏷️ Related Topics:
==================================
🧠 By: https://xn--r1a.website/DataScienceM
📝 Description: 🤱🏻 Turn any webpage into a desktop app with Rust. 🤱🏻 利用 Rust 轻松构建轻量级多端桌面应用
🔗 Repository URL: https://github.com/tw93/Pake
📖 Readme: https://github.com/tw93/Pake#readme
📊 Statistics:
🌟 Stars: 41.3K stars
👀 Watchers: 218
🍴 Forks: 7.7K forks
💻 Programming Languages: JavaScript - Rust - Dockerfile
🏷️ Related Topics:
#music #rust #productivity #mac #youtube #twitter #programming #high_performance #gemini #openai #windows_desktop #linux_desktop #tauri #mac_desktop #excalidraw #llm #no_electron #chatgpt #gemini_ai #deepseek
==================================
🧠 By: https://xn--r1a.website/DataScienceM
🔥 Trending Repository: LLMs-from-scratch
📝 Description: Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
🔗 Repository URL: https://github.com/rasbt/LLMs-from-scratch
🌐 Website: https://amzn.to/4fqvn0D
📖 Readme: https://github.com/rasbt/LLMs-from-scratch#readme
📊 Statistics:
🌟 Stars: 68.3K stars
👀 Watchers: 613
🍴 Forks: 9.6K forks
💻 Programming Languages: Jupyter Notebook - Python
🏷️ Related Topics:
==================================
🧠 By: https://xn--r1a.website/DataScienceM
📝 Description: Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
🔗 Repository URL: https://github.com/rasbt/LLMs-from-scratch
🌐 Website: https://amzn.to/4fqvn0D
📖 Readme: https://github.com/rasbt/LLMs-from-scratch#readme
📊 Statistics:
🌟 Stars: 68.3K stars
👀 Watchers: 613
🍴 Forks: 9.6K forks
💻 Programming Languages: Jupyter Notebook - Python
🏷️ Related Topics:
#python #machine_learning #ai #deep_learning #pytorch #artificial_intelligence #transformer #gpt #language_model #from_scratch #large_language_models #llm #chatgpt
==================================
🧠 By: https://xn--r1a.website/DataScienceM
🤖🧠 NanoChat: The Best ChatGPT That $100 Can Buy
🗓️ 20 Oct 2025
📚 AI News & Trends
In a world dominated by billion-dollar AI models like GPT-4 and Claude 3, it’s refreshing to see a minimalist, open-source alternative that puts the power of Large Language Models (LLMs) back into the hands of hackers, researchers and enthusiasts. Enter NanoChat – an end-to-end, full-stack implementation of a ChatGPT-style AI chatbot developed by Andrej Karpathy, ...
#NanoChat #ChatGPT #AI #LargeLanguageModels #OpenSource #AndrejKarpathy
🗓️ 20 Oct 2025
📚 AI News & Trends
In a world dominated by billion-dollar AI models like GPT-4 and Claude 3, it’s refreshing to see a minimalist, open-source alternative that puts the power of Large Language Models (LLMs) back into the hands of hackers, researchers and enthusiasts. Enter NanoChat – an end-to-end, full-stack implementation of a ChatGPT-style AI chatbot developed by Andrej Karpathy, ...
#NanoChat #ChatGPT #AI #LargeLanguageModels #OpenSource #AndrejKarpathy
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🤖🧠 NanoChat: The Best ChatGPT That $100 Can Buy
🗓️ 20 Oct 2025
📚 AI News & Trends
In a world dominated by billion-dollar AI models like GPT-4 and Claude 3, it’s refreshing to see a minimalist, open-source alternative that puts the power of Large Language Models (LLMs) back into the hands of hackers, researchers and enthusiasts. Enter NanoChat – an end-to-end, full-stack implementation of a ChatGPT-style AI chatbot developed by Andrej Karpathy, ...
#NanoChat #ChatGPT #AI #LargeLanguageModels #OpenSource #AndrejKarpathy
🗓️ 20 Oct 2025
📚 AI News & Trends
In a world dominated by billion-dollar AI models like GPT-4 and Claude 3, it’s refreshing to see a minimalist, open-source alternative that puts the power of Large Language Models (LLMs) back into the hands of hackers, researchers and enthusiasts. Enter NanoChat – an end-to-end, full-stack implementation of a ChatGPT-style AI chatbot developed by Andrej Karpathy, ...
#NanoChat #ChatGPT #AI #LargeLanguageModels #OpenSource #AndrejKarpathy
🤖🧠 Unlocking Creativity with Awesome ChatGPT Prompts: The Ultimate Guide for AI Enthusiasts
🗓️ 22 Oct 2025
📚 AI News & Trends
Artificial Intelligence has transformed how we create, communicate, and innovate and at the heart of this revolution lies prompt engineering. One of the most powerful tools in this domain is the “Awesome ChatGPT Prompts” repository – a growing collection of creative, technical and professional prompts designed for ChatGPT and other large language models like Claude, ...
#ChatGPT #PromptEngineering #AIEnthusiasts #ArtificialIntelligence #LargeLanguageModels #AICreativity
🗓️ 22 Oct 2025
📚 AI News & Trends
Artificial Intelligence has transformed how we create, communicate, and innovate and at the heart of this revolution lies prompt engineering. One of the most powerful tools in this domain is the “Awesome ChatGPT Prompts” repository – a growing collection of creative, technical and professional prompts designed for ChatGPT and other large language models like Claude, ...
#ChatGPT #PromptEngineering #AIEnthusiasts #ArtificialIntelligence #LargeLanguageModels #AICreativity
📌 Javascript Fatigue: HTMX Is All You Need to Build ChatGPT — Part 2
🗂 Category: PROGRAMMING
🕒 Date: 2025-11-17 | ⏱️ Read time: 16 min read
Feeling JavaScript fatigue? This follow-up tutorial demonstrates how to build a complete ChatGPT-like application using the simplicity of HTMX. Part 2 dives deeper into creating rich, server-rendered interactivity for your web projects, offering a powerful alternative to complex JavaScript frameworks. Learn to leverage HTML attributes for dynamic user experiences without writing extensive client-side code.
#HTMX #WebDev #JavaScript #ChatGPT
🗂 Category: PROGRAMMING
🕒 Date: 2025-11-17 | ⏱️ Read time: 16 min read
Feeling JavaScript fatigue? This follow-up tutorial demonstrates how to build a complete ChatGPT-like application using the simplicity of HTMX. Part 2 dives deeper into creating rich, server-rendered interactivity for your web projects, offering a powerful alternative to complex JavaScript frameworks. Learn to leverage HTML attributes for dynamic user experiences without writing extensive client-side code.
#HTMX #WebDev #JavaScript #ChatGPT
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