Deep Learning Photo Aesthetics - Data Pipeline Optimization
ML Deep Learning Computer Vision Aesthetics TensorFlow TFRecord
Optimizing image-based TFRecords to reduce storage space and improve training times.
Deep Learning Photo Aesthetics - Data Preprocessing
ML Deep Learning Data Preprocessing Computer Vision Aesthetics TensorFlow
How I shaped the AVA database to reduce training times, remove bias, and improve model inference.
Deep Learning Photo Aesthetics - Introduction and Data Analysis
ML Deep Learning Data Analysis Computer Vision Aesthetics
My analysis of the AVA database as the first step in creating a deep learning model capable understanding photo aesthetics.
Strengthening Deep Learning Concepts
AI ML Deep Learning Self Improvement
Steps I took to fill in the gaps leftover after my TensorFlow Certification with the goal to strengthen my deep learning knowledge.
Overcoming Self-Doubt in Pursuit of TensorFlow Certification
TensorFlow AI ML Self Care Imposter Syndrome
Learning how to over come fear of failure, imposter syndrome, and self-doubt when changing career paths.
Automating Deep Learning Pipeline With NAS
Automation Bash NAS
How I leveraged Synology NAS to automate the execution, and backup, of my machine learning model training environments.