datttrian/datacamp

DataCamp

DataCamp

Developing AI Applications

• Working with the OpenAI API
• ChatGPT Prompt Engineering for Developers
• Introduction to Embeddings with the OpenAI API
• Developing LLM Applications with LangChain

Machine Learning Fundamentals with Python

• Supervised Learning with scikit-learn
• Unsupervised Learning in Python
• Linear Classifiers in Python

SQL Fundamentals

• Introduction to SQL
• Intermediate SQL
• Joining Data in SQL
• Data Manipulation in SQL

Python Data Fundamentals

1. Introduction to Python
2. Intermediate Python
3. Python Data Science Toolbox (Part 1)
4. Python Data Science Toolbox (Part 2)
5. Writing Functions in Python
6. Object-Oriented Programming in Python

Data Manipulation with Python

1. Data Manipulation with pandas
2. Reshaping Data with pandas
3. Joining Data with pandas
4. Introduction to NumPy

Data Visualization with Python

1. Introduction to Data Visualization with Matplotlib
2. Introduction to Data Visualization with Seaborn

Statistics Fundamentals with Python

1. Introduction to Statistics in Python
2. Sampling in Python
3. Hypothesis Testing in Python

R Programming Fundamentals

1. Introduction to R
2. Intermediate R

Data Manipulation with R

1. Data Manipulation with dplyr
2. Joining Data with dplyr

Data Visualization with R

1. Introduction to Data Visualization with ggplot2
2. Intermediate Data Visualization with ggplot2

Tidyverse Fundamentals with R

1. Introduction to the Tidyverse

Statistics Fundamentals with R

1. Introduction to Statistics in R

Projects

1. Prompt Engineering with GPT and LangChain
2. Introduction to Large Language Models with GPT & LangChain
3. Building Multimodal AI Applications with LangChain & the OpenAI API