Inferential Statistics in Data Science with Examples | Confidence Interval & Hypothesis Testing…
📰 Medium · Data Science
Learn inferential statistics in data science with examples on confidence intervals and hypothesis testing to improve machine learning model accuracy
Action Steps
- Understand the difference between population and sample in data science
- Learn to estimate population parameters using sample data
- Apply confidence intervals to estimate population means and proportions
- Use hypothesis testing to validate assumptions about population parameters
- Integrate statistical concepts into machine learning models to improve accuracy
Who Needs to Know This
Data scientists and analysts can benefit from this article to enhance their understanding of statistical concepts and apply them to real-world problems, while machine learning engineers can use this knowledge to improve model performance
Key Insight
💡 Inferential statistics is crucial in data science to make accurate predictions and estimates about population parameters using sample data
Share This
Boost your data science skills with inferential statistics! Learn about confidence intervals, hypothesis testing, and more to improve ML model accuracy #datascience #machinelearning
Key Takeaways
Learn inferential statistics in data science with examples on confidence intervals and hypothesis testing to improve machine learning model accuracy
Full Article
Title: Inferential Statistics in Data Science with Examples | Confidence Interval & Hypothesis Testing…
URL Source: https://medium.com/@priyaverma9234567/inferential-statistics-in-data-science-with-examples-confidence-interval-hypothesis-testing-a582625bc86c?source=rss------data_science-5
Published Time: 2026-05-08T15:04:42Z
Markdown Content:
# Inferential Statistics in Data Science with Examples | Confidence Interval & Hypothesis Testing (Part 7) | by Priya Verma | May, 2026 | Medium
[Sitemap](https://medium.com/sitemap/sitemap.xml)
[Open in app](https://play.google.com/store/apps/details?id=com.medium.reader&referrer=utm_source%3DmobileNavBar&source=post_page---top_nav_layout_nav-----------------------------------------)
Sign up
[Sign in](https://medium.com/m/signin?operation=login&redirect=https%3A%2F%2Fmedium.com%2F%40priyaverma9234567%2Finferential-statistics-in-data-science-with-examples-confidence-interval-hypothesis-testing-a582625bc86c&source=post_page---top_nav_layout_nav-----------------------global_nav------------------)
[](https://medium.com/?source=post_page---top_nav_layout_nav-----------------------------------------)
Get app
[Write](https://medium.com/m/signin?operation=register&redirect=https%3A%2F%2Fmedium.com%2Fnew-story&source=---top_nav_layout_nav-----------------------new_post_topnav------------------)
[Search](https://medium.com/search?source=post_page---top_nav_layout_nav-----------------------------------------)
Sign up
[Sign in](https://medium.com/m/signin?operation=login&redirect=https%3A%2F%2Fmedium.com%2F%40priyaverma9234567%2Finferential-statistics-in-data-science-with-examples-confidence-interval-hypothesis-testing-a582625bc86c&source=post_page---top_nav_layout_nav-----------------------global_nav------------------)

# Inferential Statistics in Data Science with Examples | Confidence Interval & Hypothesis Testing (Part 7)
[](https://medium.com/@priyaverma9234567?source=post_page---byline--a582625bc86c---------------------------------------)
[Priya Verma](https://medium.com/@priyaverma9234567?source=post_page---byline--a582625bc86c---------------------------------------)
Follow
4 min read
·
Just now
[](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fvote%2Fp%2Fa582625bc86c&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40priyaverma9234567%2Finferential-statistics-in-data-science-with-examples-confidence-interval-hypothesis-testing-a582625bc86c&user=Priya+Verma&userId=29a3205c0882&source=---header_actions--a582625bc86c---------------------clap_footer------------------)
[](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fa582625bc86c&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40priyaverma9234567%2Finferential-statistics-in-data-science-with-examples-confidence-interval-hypothesis-testing-a582625bc86c&source=---header_actions--a582625bc86c---------------------bookmark_footer------------------)
[Listen](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2Fplans%3Fdimension%3Dpost_audio_button%26postId%3Da582625bc86c&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40priyaverma9234567%2Finferential-statistics-in-data-science-with-examples-confidence-interval-hypothesis-testing-a582625bc86c&source=---header_actions--a582625bc86c---------------------post_audio_button------------------)
Share
_Learn_**_inferential statistics in data science_**_with simple explanations and examples. Understand_**_population vs sample, estimation, confidence intervals, hypothesis testing_**_, and how_**_machine learning models_**_use data._
Press enter or click to view image in full size
 | by Priya Verma | May, 2026 | Medium
[Sitemap](https://medium.com/sitemap/sitemap.xml)
[Open in app](https://play.google.com/store/apps/details?id=com.medium.reader&referrer=utm_source%3DmobileNavBar&source=post_page---top_nav_layout_nav-----------------------------------------)
Sign up
[Sign in](https://medium.com/m/signin?operation=login&redirect=https%3A%2F%2Fmedium.com%2F%40priyaverma9234567%2Finferential-statistics-in-data-science-with-examples-confidence-interval-hypothesis-testing-a582625bc86c&source=post_page---top_nav_layout_nav-----------------------global_nav------------------)
[](https://medium.com/?source=post_page---top_nav_layout_nav-----------------------------------------)
Get app
[Write](https://medium.com/m/signin?operation=register&redirect=https%3A%2F%2Fmedium.com%2Fnew-story&source=---top_nav_layout_nav-----------------------new_post_topnav------------------)
[Search](https://medium.com/search?source=post_page---top_nav_layout_nav-----------------------------------------)
Sign up
[Sign in](https://medium.com/m/signin?operation=login&redirect=https%3A%2F%2Fmedium.com%2F%40priyaverma9234567%2Finferential-statistics-in-data-science-with-examples-confidence-interval-hypothesis-testing-a582625bc86c&source=post_page---top_nav_layout_nav-----------------------global_nav------------------)

# Inferential Statistics in Data Science with Examples | Confidence Interval & Hypothesis Testing (Part 7)
[](https://medium.com/@priyaverma9234567?source=post_page---byline--a582625bc86c---------------------------------------)
[Priya Verma](https://medium.com/@priyaverma9234567?source=post_page---byline--a582625bc86c---------------------------------------)
Follow
4 min read
·
Just now
[](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fvote%2Fp%2Fa582625bc86c&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40priyaverma9234567%2Finferential-statistics-in-data-science-with-examples-confidence-interval-hypothesis-testing-a582625bc86c&user=Priya+Verma&userId=29a3205c0882&source=---header_actions--a582625bc86c---------------------clap_footer------------------)
[](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fa582625bc86c&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40priyaverma9234567%2Finferential-statistics-in-data-science-with-examples-confidence-interval-hypothesis-testing-a582625bc86c&source=---header_actions--a582625bc86c---------------------bookmark_footer------------------)
[Listen](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2Fplans%3Fdimension%3Dpost_audio_button%26postId%3Da582625bc86c&operation=register&redirect=https%3A%2F%2Fmedium.com%2F%40priyaverma9234567%2Finferential-statistics-in-data-science-with-examples-confidence-interval-hypothesis-testing-a582625bc86c&source=---header_actions--a582625bc86c---------------------post_audio_button------------------)
Share
_Learn_**_inferential statistics in data science_**_with simple explanations and examples. Understand_**_population vs sample, estimation, confidence intervals, hypothesis testing_**_, and how_**_machine learning models_**_use data._
Press enter or click to view image in full size
![Image 3: inferential statistics sample to population prediction diagram data science](https://miro.medium.com/v2/resize:fit:700/1*lH
DeepCamp AI