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:
- Recently completed the “Mastering LLMs: A Conference For Developers & Data Scientists” course by Dan Becker and Hamel Husain
- Currently working through the CUDA Mode lectures to enhance GPU programming skills
- Maintaining extensive, publicly available notes from various courses and learning experiences
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:
- Custom AI Solution Development
- Model Training and Optimization
- Synthetic Data Pipeline Creation
- Efficient Annotation Workflow Design
- Real-time AI System Implementation
- LLM Integration and Fine-tuning
- 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.