The Data Science Bootcamp in Python

The Data Science Bootcamp in Python
Video: .mp4 (1280x720, 30 fps(r)) | Audio: aac, 44100 Hz, 2ch | Size: 2.33 GB
Genre: eLearning Video | Duration: 145 lectures (4 hour, 56 mins) | Language: English

Learn Python for Data Science, NumPy, Pandas, Matplotlib, Seaborn, Scikit-learn, Dask,LightGBM, XGBoost, CatBoost and much more.

What you'll learn

Python for Data Science
The Data Science Process
NumPy for Numerical Computation
Pandas for Data Manipulation
Matplotlib for Visualization
Seaborn for Beautiful Visuals
Plotly for Interactive Visuals
Introduction to Machine Learning
Dask for Big Data
LightGBM
XGBoost
CatBoost
Linear Regression
Logistic Regression
Decision Trees
Random Forest

Requirements

A great sense of curiosity!

Description

In this course, you'll learn how to get started in data science. You don't need any prior knowledge in programming. We'll teach you the Python basics you need to get started. Here are the items we'll cover in this course

The Data Science Process

Python for Data Science

NumPy for Numerical Computation

Pandas for Data Manipulation

Matplotlib for Visualization

Seaborn for Beautiful Visuals

Plotly for Interactive Visuals

Introduction to Machine Learning

Dask for Big Data

Deep Learning & Next Steps

For the machine learning section here are some items we'll cover :

How Algorithms Work

Advantages & Disadvantages of Various Algorithms

Feature Importances

Metrics

Cross-Validation

Fighting Overfitting

Hyperparameter Tuning

Handling Imbalanced Data

Who this course is for:

People who would like to get started with data science without any prior knowledge