ดาวน์โหลดคอร์สเรียน Python for Data Science and Machine Learning Bootcamp ฟรี
ข้อมูลไฟล์ (File Info) :
- Last updated 5/2020
- Created by Jose Portilla
- MP4 | Video: h264, 1280×720 | Audio: AAC, 44.1 KHz, 2 Ch
- Genre: eLearning | Language: English + srt | Duration: 165 Lectures ( 24h 54m ) | Size: 8.2 GB
Learn how to use NumPy, Pandas, Seaborn , Matplotlib , Plotly , Scikit-Learn , Machine Learning, Tensorflow , and more!
สิ่งที่คุณจะได้เรียนรู้ (What you’ll learn) :
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Use Python for Data Science and Machine Learning
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Use Spark for Big Data Analysis
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Implement Machine Learning Algorithms
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Learn to use NumPy for Numerical Data
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Learn to use Pandas for Data Analysis
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Learn to use Matplotlib for Python Plotting
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Learn to use Seaborn for statistical plots
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Use Plotly for interactive dynamic visualizations
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Use SciKit-Learn for Machine Learning Tasks
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K-Means Clustering
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Logistic Regression
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Linear Regression
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Random Forest and Decision Trees
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Natural Language Processing and Spam Filters
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Neural Networks
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Support Vector Machines
ข้อกำหนด (Requirements) :
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Some programming experience
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Admin permissions to download files
คำอธิบาย (Description) :
Are you ready to start your path to becoming a Data Scientist!
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!
คอร์สนี้เหมาะกับใคร (Who this course is for) :
- This course is meant for people with at least some programming experience
เนื้อหาหลักสูตร (Overview) :
Course Introduction
3 lectures • 7min
Environment Set-Up
1 lecture • 11min
Jupyter Overview
3 lectures • 24min
Python Crash Course
8 lectures • 1hr 24min
Python for Data Analysis – NumPy
8 lectures • 1hr 4min
Python for Data Analysis – Pandas
11 lectures • 1hr 43min
Python for Data Analysis – Pandas Exercises
5 lectures • 35min
Python for Data Visualization – Matplotlib
7 lectures • 1hr
Python for Data Visualization – Seaborn
9 lectures • 1hr 22min
Python for Data Visualization – Pandas Built-in Data Visualization
3 lectures • 24min
Python for Data Visualization – Plotly and Cufflinks
3 lectures • 23min
Python for Data Visualization – Geographical Plotting
5 lectures • 40min
Data Capstone Project
9 lectures • 1hr 19min
Introduction to Machine Learning
6 lectures • 41min
Linear Regression
6 lectures • 52min
Cross Validation and Bias-Variance Trade-Off
1 lecture • 6min
Logistic Regression
6 lectures • 1hr 7min
K Nearest Neighbors
4 lectures • 41min
Decision Trees and Random Forests
5 lectures • 45min
Support Vector Machines
4 lectures • 35min
K Means Clustering
4 lectures • 37min
Principal Component Analysis
2 lectures • 20min
Recommender Systems
3 lectures • 31min
Natural Language Processing
6 lectures • 1hr 19min
Neural Nets and Deep Learning
30 lectures • 5hr 2min
Big Data and Spark with Python
12 lectures • 1hr 42min
BONUS SECTION: THANK YOU!
1 lecture • 1min
ตัวอย่างหลักสูตร
(Course Preview)
File Info Official Website : www.udemy.com/course/python-for-data-science-and-machine-learning-bootcamp/
License : FOR EDUCATIONAL PURPOSES ONLY File Name : Python for Data Science and Machine Learning Bootcamp.rar File Size : 8.60 GB File Type : *.rar Server : Google Drive Upload date : 07/04/2023 Last modified : 31/08/2023 | แก้ไขลิ้งค์แล้ว Password : sbz
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