Beginners Machine Learning and Data Science with Python
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Skill level
All levels
02
Sections
4
03
Lectures
51
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Instructor
Team Mammoth
What's inside
This course includes.
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4
Sections
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51
Lectures
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51
Resources
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Certificate of completion
Included
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Mobile and desktop access
Included
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AI learning assistance
Included
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Course content
Curriculum & lectures.
+ Build fast, efficient Numpy arrays for Machine Learning and Data Science 10 lectures
00 Course Intro
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01 Intro to Numpy
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02 Installing Numpy
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03 Creating Numpy Arrays
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04 Creating Numpy Matrices
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05 Getting and Setting Numpy Elements
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06 Arithmetic Operations on Numpy Arrays
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07 Numpy Functions Part 1
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08 Numpy Functions Part 2
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09 Summary and Outro
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+ Visualize data with Matplotlib's PyPlot 12 lectures
00. Course Intro
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01. Intro To Pyplot
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02. Installing Matplotlib
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03. Basic Line Plot
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04. Customizing Graphs
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05. Plotting Multiple Datasets
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06. Bar Chart
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07. Pie Chart
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08. Histogram
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09. 3D Plotting
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10. Course Outro
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Pyplot Code
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+ Build Dataframes with Pandas for Machine Learning and Data Science 18 lectures
00. Panda Course Introduction
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01. Intro To Pandas
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02. Installing Pandas
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03. Creating Pandas Series
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04. Date Ranges
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05. Getting Elements From Series
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06. Getting Properties Of Series
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07. Modifying Series
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08. Operations On Series
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09. Creating Pandas Dataframes
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10. Getting Elements From Dataframes
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11. Getting Properties From Dataframes
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12. Dataframe Modification
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13. Dataframe Operations
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14 Dataframe Comparisons And Iteration
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15. Reading Csvs
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16. Summary And Outro
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Source Files
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+ Machine Learning Theory 11 lectures
00. Course Intro
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01. Quick Intro To Machine Learning
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02. Deep Dive Into Machine Learning
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03. Problems Solved With Machine Learning Part 1
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04. Problems Solved With Machine Learning Part 2
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05. Types Of Machine Learning
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06. How Machine Learning Works
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07. Common Machine Learning Structures
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08. Steps To Build A Machine Learning Program
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09. Summary And Outro
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Intro to Machine Learning Slides
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Instructors
Taught by people who ship.
Team Mammoth
Instructor
Produced by a team of Mammoth Club industry experts. Over 14 years, Mammoth Club has built a global student community in 190+ countries with 9+ million courses sold, releasing over 1,000+ courses and 5,000+ hours of video content.
Ready to start building?
Join Mammoth Club and move through the course with structured lessons, previews, and certificates.