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You will get Quantification for estimating class distribution or prevalence

Waqar H.
Waqar H.
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Let a pro handle the details

Buy Machine Learning services from Waqar, priced and ready to go.

You will get Quantification for estimating class distribution or prevalence

Waqar H.
Waqar H.
Preview imagePreview imagePreview imagePreview imagePreview imagePreview imagePreview image

Let a pro handle the details

Buy Machine Learning services from Waqar, priced and ready to go.

Project details

Quantification is an emerging supervised learning task in the recent decade that aims to predict the class proportion in the test sample. It has some similarities with classification but their final objectives are different. It can be employed in several applications where the demand is to understand the behavior of groups. For instance, in sentiment analysis, the interest is in the estimate of positive or negative class ratios (quantification task) instead of classifying individual predictions (classification task).
This project can be applied in health sciences to estimate the class distribution of harmful mosquito species e.g. Aedes Agypte that spread Dengue.
Machine Learning Tools
Keras, NumPy, pandas, Python, Python Scikit-Learn, scikit-learn, TensorFlow

What's included $30

These options are included with the project scope.

$30
  • Delivery Time 3 days
  • Number of Revisions 1
  • Number of Model Variations 5
  • Number of Scenarios 4
  • Number of Graphs/Charts 10
    • Model Validation/Testing
    • Model Documentation
Optional add-ons You can add these on the next page.
Data Source Connectivity
+$20
Waqar H.

About Waqar

Waqar H.
Data Scientist, AI & Machine Learning, Apache Spark, Big Data, ETL,
Sao Paulo, Brazil - 1:31 am local time
I am an experienced data scientist with a strong background in machine learning, data analysis, and programming. I specialize in leveraging data-driven insights to solve complex problems and drive strategic decision-making. With a proven track record of delivering high-quality results, I am committed to helping businesses extract actionable intelligence from their data.

Steps for completing your project

After purchasing the project, send requirements so Waqar can start the project.

Delivery time starts when Waqar receives requirements from you.

Waqar works on your project following the steps below.

Revisions may occur after the delivery date.

Data preprocessing and cleaning

Removal of Null values fill empty values according to requirements Standardize data Normalize data if required or on demand

Exploratory data analysis

To insight data and take meaningful full information EDA will be employed. In detail EDA analysis will be done

Review the work, release payment, and leave feedback to Waqar.