Udemy – Python for Data Science and Machine Learning Bootcamp

Categories: Data Science, Python
Wishlist Share
Share Course
Page Link
Share On Social Media

About Course

Udemy Original Course Link

 

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!

What Will You Learn?

  • Data Science နဲ့ Machine Learning အတွက် Python အသုံးပြုပုံ။
  • Machine Learning Algorithm များစွာကို တည်ဆောက်ခြင်း။
  • SciKit-Learn ကိုအသုံးပြုပြီး ML tasks များ လုပ်ဆောင်ခြင်း။
  • NumPy အသုံးပြုပြီး ဂဏန်းအချက်အလက်များ ကိုင်တွယ်ခြင်း။
  • Pandas ကို အသုံးပြုပြီး ဒေတာခွဲခြမ်းစိတ်ဖြာခြင်း။
  • Matplotlib, Seaborn တို့ဖြင့် ဂရပ်ဖစ်များဖော်ပြခြင်း။
  • Plotly ကို အသုံးပြုပြီး interactive visualizations ဖန်တီးခြင်း။
  • Spark ကို အသုံးပြုပြီး Big Data ကို ချဲ့ခြင်းနှင့် စစ်ဆေးခြင်း။
  • Linear Regression, Logistic Regression
  • K-Means Clustering
  • Random Forests နှင့် Decision Trees
  • Support Vector Machines (SVM)
  • Neural Networks
  • Natural Language Processing (NLP) နှင့် Spam Filtering

Course Content

Udemy – Python for Data Science and Machine Learning Bootcamp

  • 01. Course Introduction
    04:10
  • 02. Environment Set-Up
    11:15
  • 03. Jupyter Overview
    23:40
  • 04. Python Crash Course
    01:24:17
  • 05. Python for Data Analysis – NumPy
    01:03:00
  • 06. Python for Data Analysis – Pandas
    01:42:42
  • 07. Python for Data Analysis – Pandas Exercises
    34:46
  • 08. Python for Data Visualization – Matplotlib
    01:00:13
  • 09. Python for Data Visualization – Seaborn
    01:21:59
  • 10. Python for Data Visualization – Pandas Built-in Data Visualization
    23:47
  • 11. Python for Data Visualization – Plotly and Cufflinks
    22:02
  • 12. Python for Data Visualization – Geographical Plotting
    40:32
  • 13. Data Capstone Project
    01:18:27
  • 14. Introduction to Machine Learning
    40:34
  • 15. Linear Regression
    51:11
  • 16. Cross Validation and Bias-Variance Trade-Off
    06:26
  • 17. Logistic Regression
    01:07:31
  • 18. K Nearest Neighbors
    40:45
  • 19. Decision Trees and Random Forests
    45:02
  • 20. Support Vector Machines
    35:00
  • 21. K Means Clustering
    37:23
  • 22. Principal Component Analysis
    20:26
  • 23. Recommender Systems
    31:12
  • 24. Natural Language Processing
    01:18:58
  • 25. Neural Nets and Deep Learning
    05:01:55
  • 26. Big Data and Spark with Python
    01:40:56
  • 27. BONUS SECTION THANK YOU!

Student Ratings & Reviews

No Review Yet
No Review Yet