Custom AI Model Development
Starting at
$
15
/hrAbout this service
Summary
Mahmoud built custom AI models tailored to clients' unique needs, ensuring high accuracy in results. His dedication and hard work set him apart in delivering effective solutions.
Process
Development Process
Requirements and Planning Phase
Initial consultation to define model objectives
Dataset requirements assessment
Architecture planning and technology stack selection
Timeline and milestone establishment
Success metrics definition
2. Data Preparation
Data collection and validation
Exploratory Data Analysis (EDA)
Data cleaning and preprocessing
Dataset splitting (training/validation/test)
Data augmentation if required
3. Model Development
Model architecture design
Initial model training
Hyperparameter optimization
Performance evaluation using MLflow
Model fine-tuning and iteration
Validation against success metrics
4. Deployment Pipeline Setup
Production environment preparation
MLOps infrastructure setup
Continuous Integration/Deployment configuration
API development using FastAPI
Monitoring system implementation
5. Documentation and Handover
Technical documentation creation
API documentation
Model usage guidelines
Performance reports generation
Code repository organization
6. Post-Deployment Support
System monitoring setup
Performance tracking
Bug fixes and updates
Knowledge transfer sessions
30-day support period
What's included
Custom AI Model Development & Deployment
Production-ready AI models with documented performance metrics Deployment configuration and integration guidelines Source code and API documentation Performance evaluation reports
Skills and tools
ML Engineer
AI Model Developer
AI Developer
OpenCV
Python
scikit-learn
TensorFlow