## Data Science & Analytics

**18,895 learners**  
**Deep Dive into Numpy and Pandas with Housing Data**  
Intended for those interested in Machine Learning, this advanced course delves deeper into the extensive functionalities of Numpy and Pandas. The course covers complex operations, large-scale data manipulation, and cross-disciplinary applications.

**Start learning**  
[See path](https://codesignal.com/learn/paths/journey-into-data-science-with-python)

**5 lessons**  
**21 practices**  
**3 hours**

**Data Querying and Retrieval**

### Course details

#### Unit 1
- **2 practices**
- **20 min**
- Exploring the California Housing Dataset: An Introduction to Dataset Characteristics and Basic Visualizations
  
  [Preview](https://codesignal.com/learn/courses/deep-dive-into-numpy-and-pandas-with-housing-data/lessons/exploring-the-california-housing-dataset-an-introduction-to-dataset-characteristics-and-basic-visualizations)

- Exploring the California Housing Dataset
- Enhance the DataFrame with a New Population-Household Value Feature

#### Unit 2
- **5 practices**
- **38 min**

#### Unit 3
- **5 practices**
- **38 min**

#### Unit 4
- **5 practices**
- **38 min**

#### Unit 5
- **4 practices**
- **32 min**

[Previous Course](https://codesignal.com/learn/courses/intro-to-data-cleaning-and-preprocessing-with-titanic)  
[Next Course: Introduction to Supervised Machine Learning](https://codesignal.com/learn/courses/introduction-to-supervised-machine-learning)

**From our community**  
Hear what our customers have to say about CodeSignal Learn

> I'm impressed by the quality and can't stop recommending it. It's also a lot of fun!

**Francisco Aguilar Meléndez**  
*Data Scientist*

> I love that it's personalized. When I'm stuck, I don't have to hope my Google searches come out successful. The AI mentor Cosmo knows exactly what I need.
  
**Faith Yim**  
*Software Engineer*

> It's an amazing product and exceeded my expectations, helping me prepare for my job interviews. Hands-on learning requires you to actually know what you are doing.
  
**Alex Bush**  
*Full Stack Engineer*

> I'm really impressed by the AI tutor Cosmo's feedback about my code. It's honestly kind of insane to me that it's so targeted and specific.
  
**Abbey Helterbran**  
*Tech consultant*

> I tried Leetcode but it was too disorganized. CodeSignal covers all the topics I'm interested in and is way more structured.
  
**Jonathan Miller**  
*Senior Machine Learning Engineer*

**Join the 1M+ learners on CodeSignal**  
Be a part of our community of 1M+ users who develop and demonstrate their skills on CodeSignal

**Start learning today!**  
**Deep Dive into Numpy and Pandas with Housing Data | CodeSignal Learn**