Python for Data Science and Machine Learning Bootcamp
- Description
- Curriculum
- FAQ
- Reviews
Are you ready to start your path to becoming a Data Scientist!Â
This comprehensive course will be your guide to learning how to use the power of Python to analyze data, create beautiful visualizations, and use powerful machine learning algorithms!
Data Scientist has been ranked the number one job on Glassdoor and the average salary of a data scientist is over $120,000 in the United States according to Indeed! Data Science is a rewarding career that allows you to solve some of the world’s most interesting problems!
This course is designed for both beginners with some programming experience or experienced developers looking to make the jump to Data Science!
This comprehensive course is comparable to other Data Science bootcamps that usually cost thousands of dollars, but now you can learn all that information at a fraction of the cost! With over 100 HD video lectures and detailed code notebooks for every lecture this is one of the most comprehensive course for data science and machine learning on Udemy!
We’ll teach you how to program with Python, how to create amazing data visualizations, and how to use Machine Learning with Python! Here a just a few of the topics we will be learning:
- Programming with Python
- NumPy with Python
- Using pandas Data Frames to solve complex tasks
- Use pandas to handle Excel Files
- Web scraping with python
- Connect Python to SQL
- Use matplotlib and seaborn for data visualizations
- Use plotly for interactive visualizations
- Machine Learning with SciKit Learn, including:
- Linear Regression
- K Nearest Neighbors
- K Means Clustering
- Decision Trees
- Random Forests
- Natural Language Processing
- Neural Nets and Deep Learning
- Support Vector Machines
- and much, much more!
Enroll in the course and become a data scientist today!
-
8Welcome to the Python Crash Course Section!
Just a quick introduction of the section from me personally!
-
9Introduction to Python Crash Course
Get a quick Crash Course in Python!
-
10Python Crash Course - Part 1
Get a quick Crash Course in Python!
-
11Python Crash Course - Part 2
Get a quick Crash Course in Python!
-
12Python Crash Course - Part 3
Get a quick Crash Course in Python!
-
13Python Crash Course - Part 4
Get a quick Crash Course in Python!
-
14Python Crash Course Exercises - Overview
Get a quick Crash Course in Python!
-
15Python Crash Course Exercises - Solutions
Get a quick Crash Course in Python!
-
16Welcome to the NumPy Section!
Just a quick introduction of the section from me personally!
-
17Introduction to Numpy
Part of the NumPy Section of the Course!
-
18Numpy Arrays
Part of the NumPy Section of the Course!
-
19Quick Note on Array Indexing
Quick note on Numpy Array!
-
20Numpy Array Indexing
Part of the NumPy Section of the Course!
-
21Numpy Operations
Part of the NumPy Section of the Course!
-
22Numpy Exercises Overview
Part of the NumPy Section of the Course!
-
23Numpy Exercises Solutions
Part of the NumPy Section of the Course!
-
24Welcome to the Pandas Section!
Just a quick introduction of the section from me personally!
-
25Introduction to Pandas
Part of the Pandas Section of the Course!
-
26Series
Part of the Pandas Section of the Course!
-
27DataFrames - Part 1
Part of the Pandas Section of the Course!
-
28DataFrames - Part 2
Part of the Pandas Section of the Course!
-
29DataFrames - Part 3
Part of the Pandas Section of the Course!
-
30Missing Data
Part of the Pandas Section of the Course!
-
31Groupby
Part of the Pandas Section of the Course!
-
32Merging Joining and Concatenating
Part of the Pandas Section of the Course!
-
33Operations
Part of the Pandas Section of the Course!
-
34Data Input and Output
Part of the Pandas Section of the Course!
-
35Note on SF Salary Exercise
Quick Note!
-
36SF Salaries Exercise Overview
Challenge yourself with some Pandas Exercises!
-
37SF Salaries Solutions
Challenge yourself with some Pandas Exercises!
-
38Ecommerce Purchases Exercise Overview
Challenge yourself with some Pandas Exercises!
-
39Ecommerce Purchases Exercise Solutions
Challenge yourself with some Pandas Exercises!
-
40Welcome to the Data Visualization Section!
Just a quick introduction of the section from me personally!
-
41Introduction to Matplotlib
Learn about Data Visualization with Matplotlib and Python!
-
42Matplotlib Part 1
Learn about Data Visualization with Matplotlib and Python!
-
43Matplotlib Part 2
Learn about Data Visualization with Matplotlib and Python!
-
44Matplotlib Part 3
Learn about Data Visualization with Matplotlib and Python!
-
45Matplotlib Exercises Overview
Learn about Data Visualization with Matplotlib and Python!
-
46Matplotlib Exercises - Solutions
Learn about Data Visualization with Matplotlib and Python!
-
47Introduction to Seaborn
Learn about Data Visualization with Seaborn and Python!
-
48Distribution Plots
Learn about Data Visualization with Seaborn and Python!
-
49Categorical Plots
Learn about Data Visualization with Seaborn and Python!
-
50Matrix Plots
Learn about Data Visualization with Seaborn and Python!
-
51Grids
Learn about Data Visualization with Seaborn and Python!
-
52Regression Plots
Learn about Data Visualization with Seaborn and Python!
-
53Style and Color
Learn about Data Visualization with Seaborn and Python!
-
54Seaborn Exercise Overview
Learn about Data Visualization with Seaborn and Python!
-
55Seaborn Exercise Solutions
Learn about Data Visualization with Seaborn and Python!
-
62Introduction to Geographical Plotting
Learn how to create Geographical Plots!
-
63Choropleth Maps - Part 1 - USA
Learn how to create Geographical Plots!
-
64Choropleth Maps - Part 2 - World
Learn how to create Geographical Plots!
-
65Choropleth Exercises
Learn how to create Geographical Plots!
-
66Choropleth Exercises - Solutions
Learn how to create Geographical Plots!
-
67Welcome to the Data Capstone Projects!
Just a quick introduction of the section from me personally!
-
68911 Calls Project Overview
Take everything you know and work on a Capstone Project!
-
69911 Calls Solutions - Part 1
Take everything you know and work on a Capstone Project!
-
70911 Calls Solutions - Part 2
Take everything you know and work on a Capstone Project!
-
71Bank Data
quick note
-
72Finance Data Project Overview
Take everything you know and work on a Capstone Project!
-
73Finance Project - Solutions Part 1
Take everything you know and work on a Capstone Project!
-
74Finance Project - Solutions Part 2
Take everything you know and work on a Capstone Project!
-
75Finance Project - Solutions Part 3
Take everything you know and work on a Capstone Project!
-
76Welcome to Machine Learning. Here are a few resources to get you started!
Check out ISLR
-
77Welcome to the Machine Learning Section!
Just a quick introduction of the section from me personally!
-
78Supervised Learning Overview
-
79Evaluating Performance - Classification Error Metrics
-
80Evaluating Performance - Regression Error Metrics
-
81Machine Learning with Python
Master Machine Learning with Python!