About

My name is Christian Mills, and I’m a deep-learning consultant who combines practical skills, technical expertise, and clear communication to help clients transform ideas into real-world solutions.

Expertise and Experience

As an independent deep learning consultant, I specialize in:

  • Building, training, and deploying deep learning models
  • Developing custom automated synthetic data pipelines for computer vision applications
  • Engineering semi-automated annotation pipelines for efficient data preparation
  • Implementing real-time object detection and tracking systems
  • Leveraging Large Language Models (LLMs) for various tasks
  • Advising on best practices for AI implementation and integration

Past Projects

  • Designed and implemented end-to-end synthetic data pipelines for computer vision, incorporating:
    • Smartphone video capture
    • Zero-shot object detection and segmentation
    • Automated data filtering and annotation
    • Custom data augmentation techniques
    • Synthetic training data generation
    • Automated model training and export
  • Deployed real-time computer vision models on various platforms, such as:
    • Jetson Orin Nano (leveraging quantization and TensorRT for optimized performance)
    • Unity game engine
  • Created workflows that use object tracking to dynamically update bounding box annotations for video frames
  • Developed a custom C++ implementation of the ByteTrack object tracking algorithm, utilizing the Eigen library for efficient linear algebra operations

Free Tutorials

I firmly believe in sharing my knowledge and expertise with the community. To that end, I publish free comprehensive, practical tutorials on deep learning topics, from foundational setup guides to advanced model integration.

Continuous Learning and Skill Enhancement

I am committed to staying at the forefront of AI technology through continuous learning:

Collaboration and Project Experience

  • Collaborated with international teams on various projects, demonstrating ability to work effectively in diverse, distributed environments
  • Served as the primary machine learning/deep learning expert for multiple client projects, showcasing ability to lead AI initiatives and provide expert guidance

Services

I offer a range of services to help businesses harness the power of deep learning:

  1. Custom AI Solution Development
  2. Model Training and Optimization
  3. Synthetic Data Pipeline Creation
  4. Efficient Annotation Workflow Design
  5. Real-time AI System Implementation
  6. LLM Integration and Fine-tuning
  7. AI Strategy Consulting

Let’s Connect

As a passionate a AI Practioner, I’m ready to help you navigate the complexities of deep learning and achieve your goals. If you’re looking to leverage deep learning for your business or have a challenging AI project in mind, I’d love to hear from you.

Reach out via email at [email protected] to discuss how we can work together to bring your ideas to life.