"In this episode of the Data Queries podcast, hosts William and Ama engage with MLOps expert, Prince Caduma. Prince takes us through his personal journey into the field of Machine Learning operations, sharing his early fascination with software's global impact and how a youthful determination to learn English allowed him to study in India and access world-class tech knowledge. He discusses the crucial role of ML Ops in deploying models into production from the typically isolated data science environment of Jupyter notebooks. Drawing on his extensive experience and vivid anecdotes, Prince breaks down the essence and significance of ML Ops in machine learning, illustrating his own mishap as a Freelance Data Scientist losing a critical JSON file, resulting in losing the client and discovering Neptune Ai. This episode promises insightful and engaging conversation around ML Ops, perfect for data scientists, MLOPs, and enthusiasts alike."
Connect with Prince
Twitter: https://twitter.com/CanumaGdt
LinkedIn: https://www.linkedin.com/in/prince-canuma-05814b121/
Medium: https://prince-canuma.medium.com/
Articles, talks and podcast:
What is MLOPs by Prince: https://neptune.ai/blog/mlops
Lightening talk at MLOPs: https://t.co/LlMuFfLXXM
Implementing MLOPs at a reasonable scale: https://t.co/lTtbebDt2h
Recommended Resources:
Community
MLOPs community: https://mlops.community/meetups/
Courses
Machine Learning Engineering for Production (MLOps) Specialization by Andrew Ng : https://www.coursera.org/specializations/machine-learning-engineering-for-production-mlops
Books
- Deep Learning with Python by François Chollet: https://www.amazon.co.uk/Deep-Learning-Python-Francois-Chollet/dp/1617294438
- Machine Learning Engineering with Python: Manage the production life cycle of machine learning models using MLOps with practical examples by Andrew P. McMahon: https://www.amazon.co.uk/Machine-Learning-Engineering-Python-production-ebook/dp/B09CHHK2RJ
- Designing Machine Learning Systems By Chip Huyen: https://www.amazon.com/Designing-Machine-Learning-Systems-Production-Ready/dp/1098107969
- Machine Learning Design Patterns By Valliappa Lakshmanan, Sara Robinson, Michael Munn: https://learning.oreilly.com/library/view/machine-learning-design/9781098115777/
