ChatGPT for Data Science and Machine Learning

Übersicht

Welcome to the ultimate ChatGPT and Python Data Science course—your golden ticket to mastering the art of data science intertwined with the latest AI technology from OpenAI.

Lehrplan

• Introduction to ChatGPT and Data Science
Overview of ChatGPT
Importance of data science in AI
• Python Fundamentals for Data Science
Python programming basics
Data manipulation with Pandas
Data visualization with Matplotlib and Seaborn
• Exploring ChatGPT Capabilities
Understanding transformer architecture
NLP tasks with ChatGPT
ChatGPT API integration
• Data Collection and Preparation
Data sourcing techniques
Data cleaning methods
Feature engineering
• Machine Learning Basics
Supervised vs. unsupervised learning
Key algorithms (e.g., regression, classification, clustering)
• Leveraging ChatGPT for Data Analysis
Creating custom data analysis scripts
Automating exploratory data analysis with ChatGPT
Enhancing data insights using AI prompts
• Advanced Machine Learning with ChatGPT
Integrating ChatGPT in ML model development
ChatGPT for hyperparameter tuning
• Practical Applications and Case Studies
Sentiment analysis and text classification
Recommendation systems
Time series forecasting
• Ethics and Best Practices
Ethical considerations in AI data usage
Ensuring data privacy and security
• Final Project
Designing and implementing a data science project using ChatGPT
Presenting findings and solutions
• Future Trends and Developments
Emerging technologies in AI
The evolving landscape of data science with AI tools

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Unterrichtet von

365 Careers

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Fachgebiete

Data Science