RYAN ZERNACH

Full-Stack AI Systems Engineer

Ryan_Zernach_2025_Senior_AI_Systems_Engineer_Remote_United_States

πŸ€— TensorFlow Developer Certification: Study Guide

TensorFlow had already shown up in Lambda School; preparing for the Developer certification gave me a reason to make it stick. I studied independently through Coursera, then gathered the pieces worth revisiting here: four course certificates, Colab labs, exercises, and quiz notes.

Related Links
Thank you, Coursera!
πŸ€— TensorFlow Developer Certification: Study Guide
πŸ€— TensorFlow Developer Certification: Study Guide

Course #1 β€” Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning

Key Details

Start with the certificate, then follow the course week by week through its labs, exercises, and quiz notes.

Course #1 β€” Certificate of Completion

Week 1 β€” A New Programming Paradigm

Week 2 β€” Introduction to Computer Vision

Week 3 β€” Enhancing Vision with CNN's

Week 4 β€” Using Real-World Images

Course #2 β€” Convolutional Neural Networks in TensorFlow

Key Details

Start with the certificate, then follow the course week by week through its labs, exercises, and quiz notes.

Course #2 β€” Certificate of Completion

Week 1 β€” Exploring a Larger Dataset

Week 2 β€” Augmentation: A Technique to Avoid Overfitting

Week 3 β€” Transfer Learning

Week 4 β€” Multi-Class Classification

Course #3 β€” Natural Language Processing in TensorFlow

Key Details

Start with the certificate, then follow the course week by week through its labs, exercises, and quiz notes.

Course #3 β€” Certificate of Completion

Week 1 β€” Sentiment in Text

Week 2 β€” Word Embeddings

Week 3 β€” Sequence Models

Week 4 β€” Sequence Models and Literature

Course #4 β€” Sequences, Time Series, & Prediction

Key Details

Start with the certificate, then follow the course week by week through its labs, exercises, and quiz notes.

Course #4 β€” Certificate of Completion

Week 1 β€” Sequences & Prediction

Week 2 β€” Deep Neural Networks for Time Series

Week 3 β€” Recurrent Neural Networks for Time Series

Week 4 β€” Real World Time Series Data