Data Science

How do Data Scientists handle imbalanced datasets?

The question is about Data Science .

Answer:

Data Scientists address imbalanced datasets through resampling—either by oversampling the minority class or undersampling the majority. They can also apply techniques like SMOTE to generate more data for the minority class or use algorithms that assign greater importance to misclassified, smaller groups.

Find your perfect DS tech match

Maksym is a Data Scientist with four years of experience specializing in machine learning and data analysis. He has developed expertise in deep learning frameworks such as PyTorch and TensorFlow, and proficiently uses librari... Read More

Level
Middle
Availability
40 h/w
Experience
4 yrs.
English
B2
Alexander C
  • Rasterio
  • Shapely
  • GeoPandas
  • ScikitLearn
  • ...

Eight years in data science with a strong lean toward computer vision and geospatial applications. I've spent a good chunk of my career working on drone and satellite imagery - from precision agriculture with SeeTree to UAV n... Read More

Level
Senior
Availability
40 h/w
Experience
8 yrs.
English
C1

Nine years developing data science solutions across agritech, defence, fintech, and sports analytics. Built Quantum's entire DS department from scratch — hired over 30 people, created learning pathways, and mentored MSc and P... Read More

Level
Senior
Availability
40 h/w
Experience
9 yrs.
English
C1
Victoriia S.

Victoriia is a skilled Flutter Developer with 4 years of experience in mobile application development. She specializes in frameworks such as Flutter, leveraging JavaScript, DART, and utilizes databases like MySQL and Firebase... Read More

Level
Senior
Availability
20 - 30 h/w
Experience
10 yrs.
English
C1
Cortance 5-star rating on ClutchCortance 5-star rating on GoodFirms
Rostyk Bobeliak
CEO

The responsiveness and ease of communication keep us returning to Cortance again and again. The client saw success with Cortance's ability to provide qualified engineers quickly. The team was responsive and supplied engineers that were a good fit for the job. The client was impressed with the team's speed and communication and looks forward to working together in the future.

Clutch
5.0/5.0
Olena Deyna
Partnership Manager

Cortance's work resulted in a smoother-running app, which received positive feedback from users and the end client. The team communicated effectively, delivered milestones ahead of schedule, and was receptive to feedback and changes. Cortance's self-sufficiency and adaptability were impressive.

Clutch
5.0/5.0
Curved left line
We're Here to Help

Looking for consultation? Can't find the perfect match? Let's connect!

Drop me a line with your requirements, or let's lock in a call to find the right expert for your project.

Curved right line