Mô tả

Embark on a transformative journey into the realm of data exploration with our comprehensive course, "Professional Exploratory Data Analysis in Python: A-Z." Designed for both beginners and those seeking advanced insights, this course is your gateway to mastering the art of data analysis using Python's powerful libraries. Through hands-on modules, we demystify the complexities of Pandas, Matplotlib, Seaborn, and Scikit-learn, empowering you to navigate and analyze datasets with precision.

Dive into the world of Python programming as we guide you through essential techniques in data cleaning, manipulation, and exploratory data analysis. Learn how to seamlessly handle missing values, inconsistencies, and duplicates, ensuring the integrity of your dataset. Discover the art of data manipulation, from sorting and filtering to merging and concatenating, providing you with the skills to reshape and transform data according to your analytical needs.

The course uniquely integrates ChatGPT, an AI-powered assistant, to simplify your Python programming experience. Benefit from real-time assistance in generating custom Python code for each analysis, making programming accessible and enjoyable. From exploring categorical variable distributions and conducting descriptive analyses to utilizing advanced statistical tools like pivot tables and crosstabulations, you'll emerge not just as a data analyst but as a data storyteller, capable of deriving meaningful insights and making informed decisions.

Elevate your data analysis journey - from zero to hero - and unlock a world of possibilities with "Python for Exploratory Data Analysis."

Bạn sẽ học được gì

Gain a deep understanding of essential Python libraries for data analysis, including pandas, matplotlib, seaborn, and scikit-learn.

Learn smart and effective techniques to uncover patterns, trends, and outliers in data, enabling data-driven decision-making.

Leverage ChatGPT to receive real-time assistance in generating Python code snippets making programming accessible and efficient.

Understand the art of storytelling with data, using visualizations to convey complex findings in a straightforward and understandable manner.

Develop a comprehensive EDA project with the guidance of ChatGPT, reinforcing your skills and preparing you for real-world data analysis challenges.

Apply acquired skills through practical, real-world projects that simulate industry scenarios.

Yêu cầu

  • Desktop/Laptop
  • Internet connection
  • Desire to learn

Nội dung khoá học

9 sections

Setting Up Your Analysis Environment

3 lectures
Install Python and Jupyter Notebook
00:07
Setting Up ChatGPT Environment
00:06
Course Resources
00:03

Data Cleaning: Tuning into Clarity with Expert Cleanup

5 lectures
Loading Your Dataset and Setting the Stage
07:06
Bridging Gaps by Handling Missing Values
12:43
Reducing Mistakes by Addressing Inconsistent Values
11:17
Dealing with Data Types for Ensuring Compatibility
07:43
Identifying and Eliminating Duplicate Values
04:22

Data Manipulation: Crafting Insights Through Manipulation Mastery

4 lectures
Strategies of Sorting Dataset Easily
05:17
Insightful Data Filtering Techniques
10:34
Merging Data Stories by Adding Variables
03:47
Completing Dataset by Proper Concatenation
03:47

Exploring Frequency Analysis: Painting Insights with Data Palettes

3 lectures
Unveiling Categorical Patterns - Part 1
10:18
Decoding Categorical Enigmas - Part 2
05:17
Navigating Categorical Realms - Part 3
06:42

Exploring Descriptive Analysis: Unraveling Insights in the World of Numbers

2 lectures
Exploring Numeric Measures in Descriptive Analysis
06:24
Analyzing Numeric Landscapes in Descriptive Analysis
09:54

Exploring Group-by Method: Analyzing Numeric and Nominal Dimensions

2 lectures
Group Dynamics: Unraveling Differences - Part 1
10:01
Group Dynamics: Unraveling Differences - Part 2
05:57

Exploring Pivot Paradigm: Comprehensive Insights with Table Mastery

2 lectures
Pivoting Perspectives: Putting All Together - Part 1
13:42
Pivoting Perspectives: Putting All Together - Part 2
08:17

Exploring Relational Analysis: The Dance of Correlation Analysis Unveiled

2 lectures
Measuring Categorical Association: Interlocking Insights
09:41
Measuring Numeric Relationship: Unlocking Patterns
05:33

Practice Time!

2 lectures
Download the Practice Dataset
00:06
QUIZ: Exploratory Data Analysis in Python & ChatGPT
4 questions

Đánh giá của học viên

Chưa có đánh giá
Course Rating
5
0%
4
0%
3
0%
2
0%
1
0%

Bình luận khách hàng

Viết Bình Luận

Bạn đánh giá khoá học này thế nào?

image

Đăng ký get khoá học Udemy - Unica - Gitiho giá chỉ 50k!

Get khoá học giá rẻ ngay trước khi bị fix.