Columbia BigD103 - Course Lessons

Lessons

Introduction

• Lessons - Introduction

Python

• Lessons - Python - Hello World
  • variables.ipynb
• Lessons - Python - Operators
  • tip_calculator.ipynb
• Lessons - Python - Conditionals
  • student_loan_calculator.ipynb
  • grade_calculator.ipynb
• Lessons - Python - While Loops
  • while_loop_calculator.ipynb
  • while_loop_penny_doubling.ipynb
• Lessons - Python - For Loops
  • the_guessing_game.ipynb
• Lessons - Python - Functions
  • function_challenges.ipynb (answers)
  • temperature_converter.ipynb
• Lessons - Python - Lists
  • lists_practice.ipynb
  • shopping_list.ipynb
  • build_your_own_text_adventure_game.ipynb
• Lessons - Python - Dicts
  • shopping_cart.ipynb (answers)
  • secret_messages.ipynb

Data Science

• Lessons - Data Science - Data Analysis
• Lessons - Data Science - Statistics With Lists
  • housing_prices.ipynb (answers)
• Lessons - Data Science - Pandas
  • nyc_airbnb_data_analysis_csv_reader.ipynb
  • nyc_airbnb_data_analysis_pandas.ipynb
• Lessons - Data Science - Group By
• Lessons - Data Science - Models
  • decision_trees_college_admissions.ipynb (answers)
• Lessons - Data Science - Nlp
  • sentiment_analysis_lyrics.ipynb (answers)
  • tfidf_lyrics.ipynb (answers)
  • 2022_nsf_grants_tfidf.ipynb (answers)

Machine Learning

• Lessons - Machine Learning - Introduction
• Lessons - Machine Learning - Linear Algebra
  • matrix_multiplication.ipynb
• Lessons - Machine Learning - Supervised
  • linear_regression.ipynb (answers)
  • logistic_regression_college_admissions.ipynb
• Lessons - Machine Learning - Feature Engineering
  • classify_that_pokemon.ipynb (answers)
• Lessons - Machine Learning - Unsupervised
  • clustering_penguins.ipynb (answers)
  • clustering_italian_restaurants.ipynb (answers)
• Lessons - Machine Learning - Neural Networks
  • neural_net_mnist_numbers.ipynb
• Lessons - Machine Learning - Convolutional Neural Networks
  • convolutional_neural_networks_mnist_numbers.ipynb
• Lessons - Machine Learning - Image Generation
• Lessons - Machine Learning - Recurrent Neural Networks
  • fantasy_name_generator.ipynb (answers)
• Lessons - Machine Learning - Large Language Models
  • markov_chains.ipynb
  • building_an_ai_chatbot.ipynb