You will get Predictive Analytics and Sales Tier Classification for 69K+ Steam Games
Project details
Conducted a large-scale data analysis project on 69K+ Steam games integrating data from base games,
DLCs, demos, and sales records.
◦ Designed an end-to-end ML pipeline including data cleaning, feature engineering, feature selection, and
model evaluation.
◦ Implemented multiple feature selection techniques (Pearson/Spearman correlation, Mutual Information,
RandomForest importance, Lasso, RFE) to identify most influential variables.
◦ Developed regression models to predict copies sold, achieving R² = 0.91 on test data with Random Forest
(best-performing model).
◦ Built a multi-class classification system to categorize games into sales tiers (Bronze–Platinum), achieving
up to 90.7% accuracy using Gradient Boosting.
DLCs, demos, and sales records.
◦ Designed an end-to-end ML pipeline including data cleaning, feature engineering, feature selection, and
model evaluation.
◦ Implemented multiple feature selection techniques (Pearson/Spearman correlation, Mutual Information,
RandomForest importance, Lasso, RFE) to identify most influential variables.
◦ Developed regression models to predict copies sold, achieving R² = 0.91 on test data with Random Forest
(best-performing model).
◦ Built a multi-class classification system to categorize games into sales tiers (Bronze–Platinum), achieving
up to 90.7% accuracy using Gradient Boosting.
Machine Learning Tools
Keras, Minitab, NumPy, OpenCV, pandas, Python Scikit-Learn, PyTorch, TensorFlowWhat's included
| Service Tiers |
Starter
$30
|
Standard
$50
|
Advanced
$80
|
|---|---|---|---|
| Delivery Time | 3 days | 7 days | 11 days |
Number of Revisions | 1 | 2 | 3 |
Number of Model Variations | 1 | 3 | 5 |
Number of Scenarios | 1 | 3 | 5 |
Number of Graphs/Charts | 3 | 7 | 11 |
Model Validation/Testing | |||
Model Documentation | - | ||
Data Source Connectivity | - | - | |
Source Code | - | - |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$35 - $85About Raheeq
Full Stack .Net Developer | Full Stack Spring Boot Developer
Cairo, Egypt - 3:33 am local time
Currently pursuing a Bachelor’s in Computer Science at Ain Shams University, I’ve gained practical experience through internships at Fawry and DEPI, where I contributed to real-world projects emphasizing timely delivery, clean architecture, and optimized performance. My approach is both detailed-oriented and client-focused, ensuring that every solution not only functions flawlessly but also aligns perfectly with business goals.
As a skilled communicator and result-driven professional, I excel at translating complex technical requirements into user-friendly applications while maintaining transparency and collaboration throughout the development process. I’m passionate about leveraging technology to drive innovation and bring creative ideas to life.
If you’re looking for a developer who combines technical expertise, reliability, and innovation to deliver exceptional digital experiences on time, I’m here to help bring your vision to reality.
Steps for completing your project
After purchasing the project, send requirements so Raheeq can start the project.
Delivery time starts when Raheeq receives requirements from you.
Raheeq works on your project following the steps below.
Revisions may occur after the delivery date.
preprocessing
clean and analysis the row data