90-Day GCP Professional Machine Learning Challenge: Day 1

Sıla Kazan
2 min readFeb 7, 2025

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🚀 Starting Point

For anyone looking to advance in the field of machine learning and artificial intelligence, the Google Cloud Professional Machine Learning Engineer certification is a significant milestone. This certification validates expertise in designing, building, and deploying machine learning models on GCP. To strengthen my skills and deepen my understanding, I am launching a 90-day challenge!

In this series, I will summarize my weekly learnings, reinforcing my understanding while also serving as a guide for others on a similar journey.

🎯 Goals of This Challenge

  • Learn GCP ML tools: Gain proficiency in essential tools like AutoML, Vertex AI, and BigQuery ML.
  • Work on real-world problems: Develop machine learning projects within the Google Cloud ecosystem.
  • Prepare for the certification exam: Master the topics covered in the GCP Professional ML certification.
  • Share my experiences: Publish weekly Medium articles documenting my learning process.

📌 Week 1 Plan: GCP and Machine Learning Fundamentals

The first week will focus on understanding fundamental concepts and exploring the machine learning solutions offered by Google Cloud.

1️⃣ Understanding Google Cloud Platform Fundamentals

  • Learning the architecture and core components of GCP
  • Exploring the ML services provided by Google Cloud
  • Setting up a project on GCP

2️⃣ Data Processing and Model Training with GCP Tools

  • BigQuery: Basics of big data analytics
  • Cloud Storage: Managing and storing data
  • Cloud AI APIs: Utilizing pre-trained ML models

3️⃣ Introduction to Google Cloud AI Platforms

  • AutoML: Training models with minimal coding
  • Vertex AI: End-to-end machine learning solutions
  • Training Models with TensorFlow and PyTorch on GCP

🚀 Next Steps

In this first post, I have outlined the key aspects of my 90-day challenge. Each week, I will focus on new topics, apply what I learn, and share my experiences through regular Medium posts.

If you are also looking to enhance your skills in GCP and machine learning, feel free to follow this journey and share your thoughts! 🚀

📢 Join the Challenge!

Would you like to join this journey? Or have you already prepared for the GCP ML certification? Feel free to share your experiences in the comments or send me a message! 💡

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Sıla Kazan
Sıla Kazan

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