You will get ML Bid Optimization System for RTB Advertising (Real-Time Bidding)
Rising Talent
Rising Talent
Project details
AI-powered bid optimization system for real-time bidding (RTB) in programmatic advertising.
I build high-performance ML systems that optimize bid prices in real time based on predicted user behavior and auction dynamics. This solution helps improve campaign efficiency, increase ROI, and reduce wasted ad spend.
The system predicts click probability for each impression and dynamically adjusts bid prices using both conversion likelihood and historical auction patterns.
Perfect for:
• DSP platforms
• AdTech companies
• Programmatic advertising teams
• Performance marketing optimization
What you get:
• Real-time click probability prediction (CTR models)
• Dynamic bid price optimization
• Category-specific models for different ad formats
• Low-latency inference for RTB environments
• Continuous model updates based on live auction data
• Scalable architecture for high-throughput systems
Designed for production use in high-load RTB environments, ensuring fast response times and stable performance.
I build high-performance ML systems that optimize bid prices in real time based on predicted user behavior and auction dynamics. This solution helps improve campaign efficiency, increase ROI, and reduce wasted ad spend.
The system predicts click probability for each impression and dynamically adjusts bid prices using both conversion likelihood and historical auction patterns.
Perfect for:
• DSP platforms
• AdTech companies
• Programmatic advertising teams
• Performance marketing optimization
What you get:
• Real-time click probability prediction (CTR models)
• Dynamic bid price optimization
• Category-specific models for different ad formats
• Low-latency inference for RTB environments
• Continuous model updates based on live auction data
• Scalable architecture for high-throughput systems
Designed for production use in high-load RTB environments, ensuring fast response times and stable performance.
Machine Learning Tools
BERT, ChatGPT, MLflow, NumPy, pandas, Python, PyTorch, scikit-learn, SciPyWhat's included
| Service Tiers |
Starter
$7,000
|
Standard
$12,500
|
Advanced
$17,000
|
|---|---|---|---|
| Delivery Time | 28 days | 40 days | 60 days |
Number of Revisions | 0 | 0 | 0 |
Model Validation/Testing | |||
Model Documentation | |||
Data Source Connectivity | |||
Source Code |
About Sergei
AI & Machine Learning Expert. 10+ years of experience
Almaty, Kazakhstan - 6:02 am local time
With 10+ years of experience in AI and machine learning, I have successfully delivered 30+ projects across fintech, retail, biotech, and oil & gas. My work covers the full machine learning lifecycle - from data pipelines, feature engineering, and model development to deployment, monitoring, and business impact assessment.
I can help you with 🧑💻:
• Predictive modeling and forecasting
Building models that support smarter planning, risk assessment, customer analytics, and operational decisions.
• Recommender systems
Designing personalization engines for products, content, offers, and customer experiences.
• Computer vision
Developing image recognition, object detection, classification, and visual inspection solutions.
• NLP, speech, and document AI
Creating systems for text analysis, document processing, speech-related workflows, and automation of unstructured data.
• End-to-end ML solutions
From raw data to production-ready models, including data preparation, model training, deployment, and performance evaluation.
Clients work with me when they need more than just model building - they need a strategic technical partner who understands both AI and business outcomes. I focus on clear communication, practical implementation, and solutions that are reliable, scalable, and aligned with your goals.
Let’s discuss how AI can create real value for your business 🤝
Steps for completing your project
After purchasing the project, send requirements so Sergei can start the project.
Delivery time starts when Sergei receives requirements from you.
Sergei works on your project following the steps below.
Revisions may occur after the delivery date.
Business & RTB Flow Analysis
Analyze DSP/SSP flow, bidding logic, and optimization goals.
Data Processing & Feature Engineering
Prepare auction data, user features, and historical signals.