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Numpy
Benefits of using NumPy
Creating NumPy ndarrays
Using Built-in Functions to Create ndarrays
Accessing, Deleting, and Inserting Elements Into ndarrays
Slicing ndarrays
Boolean Indexing, Set Operations, and Sorting
Arithmetic operations and Broadcasting
Glossary
Numpy Mini Project
Numpy Mini Project
pandas
Datasets
pandas basics
creating pandas series
Accessing and Deleting Elements in Pandas Series
Arithmetic Operations on Pandas Series
Creating Pandas DataFrames
Accessing Elements in Pandas DataFrames
Dealing with NaN
Loading Data into a pandas DataFrame
Glossary
Pandas Mini-Project
Matplotlib and Seaborn Part 1
DataSet
Lesson Overview
Bar Charts
Absolute vs Relative Frequency
Counting Missing Data
Pie Charts
Histograms
Figures, Axes, and Subplots
Choosing a Plot for Discrete Data
Descriptive Statistics, Outliers, and Axis Limits
Scales and Transformations
Glossary
Extra: Kernel Density Estimation
Practice
Matplotlib and Seaborn Part 2
Datasets
Scatterplots and Correlation
Overplotting, Transparency, and Jitter
Heat Maps
Violin Plots
Box Plots
Clustered Bar Charts
Faceting
Adapted Bar Charts
Line Plots
Lession Summary
Practice
Linear Algebra
Working with Equations
SkLearn
PreProcessing
Data Cleaning
Feature Selection
Transformations
Machine Learning
Intro
Data Visualizations
Data Wrangling
Linear Regression
Linear Regression & Inference 2
K-Nearest Neighbors
K-Nearest Neighbors 2
Bias report
Artificial intelligence
Intro
Neural Networks
Fine-Tuning Neural Networks
Convolutional Neural Networks
Deep Learning Project
Natural language processing
Natural language processing 2
Neural Network for NLP
Stable Diffusion
Jupyter Lite
Free Resources
Discussion Page
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Solutions for Mini Project
Colab Question
Answers
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