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MLOps in Corporations and Startups - Nemanja Radojkovic
Manage episode 471379213 series 2831626
Content provided by DataTalks.Club. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by DataTalks.Club or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.
In this podcast episode, we talked with Nemanja Radojkovic about MLOps in Corporations and Startups.
About the Speaker:
Nemanja Radojkovic is Senior Machine Learning Engineer at Euroclear.
In this event,we’re diving into the world of MLOps, comparing life in startups versus big corporations. Joining us again is Nemanja, a seasoned machine learning engineer with experience spanning Fortune 500 companies and agile startups. We explore the challenges of scaling MLOps on a shoestring budget, the trade-offs between corporate stability and startup agility, and practical advice for engineers deciding between these two career paths. Whether you’re navigating legacy frameworks or experimenting with cutting-edge tools.
1:00 MLOps in corporations versus startups
6:03 The agility and pace of startups
7:54 MLOps on a shoestring budget
12:54 Cloud solutions for startups
15:06 Challenges of cloud complexity versus on-premise
19:19 Selecting tools and avoiding vendor lock-in
22:22 Choosing between a startup and a corporation
27:30 Flexibility and risks in startups
29:37 Bureaucracy and processes in corporations
33:17 The role of frameworks in corporations
34:32 Advantages of large teams in corporations
40:01 Challenges of technical debt in startups
43:12 Career advice for junior data scientists
44:10 Tools and frameworks for MLOps projects
49:00 Balancing new and old technologies in skill development
55:43 Data engineering challenges and reliability in LLMs
57:09 On-premise vs. cloud solutions in data-sensitive industries
59:29 Alternatives like Dask for distributed systems
🔗 CONNECT WITH NEMANJA
LinkedIn - / radojkovic
Github - https://github.com/baskervilski
🔗 CONNECT WITH DataTalksClub
Join the community - https://datatalks.club/slack.html
Subscribe to our Google calendar to have all our events in your calendar - https://calendar.google.com/calendar/...
Check other upcoming events - https://lu.ma/dtc-events
LinkedIn - / datatalks-club
Twitter - / datatalksclub
Website - https://datatalks.club/
184 episodes
Share
Manage episode 471379213 series 2831626
Content provided by DataTalks.Club. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by DataTalks.Club or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.
In this podcast episode, we talked with Nemanja Radojkovic about MLOps in Corporations and Startups.
About the Speaker:
Nemanja Radojkovic is Senior Machine Learning Engineer at Euroclear.
In this event,we’re diving into the world of MLOps, comparing life in startups versus big corporations. Joining us again is Nemanja, a seasoned machine learning engineer with experience spanning Fortune 500 companies and agile startups. We explore the challenges of scaling MLOps on a shoestring budget, the trade-offs between corporate stability and startup agility, and practical advice for engineers deciding between these two career paths. Whether you’re navigating legacy frameworks or experimenting with cutting-edge tools.
1:00 MLOps in corporations versus startups
6:03 The agility and pace of startups
7:54 MLOps on a shoestring budget
12:54 Cloud solutions for startups
15:06 Challenges of cloud complexity versus on-premise
19:19 Selecting tools and avoiding vendor lock-in
22:22 Choosing between a startup and a corporation
27:30 Flexibility and risks in startups
29:37 Bureaucracy and processes in corporations
33:17 The role of frameworks in corporations
34:32 Advantages of large teams in corporations
40:01 Challenges of technical debt in startups
43:12 Career advice for junior data scientists
44:10 Tools and frameworks for MLOps projects
49:00 Balancing new and old technologies in skill development
55:43 Data engineering challenges and reliability in LLMs
57:09 On-premise vs. cloud solutions in data-sensitive industries
59:29 Alternatives like Dask for distributed systems
🔗 CONNECT WITH NEMANJA
LinkedIn - / radojkovic
Github - https://github.com/baskervilski
🔗 CONNECT WITH DataTalksClub
Join the community - https://datatalks.club/slack.html
Subscribe to our Google calendar to have all our events in your calendar - https://calendar.google.com/calendar/...
Check other upcoming events - https://lu.ma/dtc-events
LinkedIn - / datatalks-club
Twitter - / datatalksclub
Website - https://datatalks.club/
184 episodes
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Similar to DataTalks.Club
Africa-focused technology, digital and innovation ecosystem insight and commentary.
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continue reading
Show notes are at https://stevelitchfield.com/sshow/chat.html
…
continue reading
The director’s commentary track for Daring Fireball. Long digressions on Apple, technology, design, movies, and more.
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continue reading
The power of Data is undeniable. And unharnessed - it’s nothing but chaos. Making data your ally. Using it to lead with confidence and clarity. Host Jess Carter is solving problems in real-time to reveal what’s possible. Helping communities and people thrive. This is Data Driven Leadership, a show brought to you by Resultant.
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continue reading
Download This Show is your weekly guide to the world of media, culture, and technology. From social media to gadgets, streaming services to privacy issues. Each week Rae Johnston and guests take a fun, deep dive into how technology is reshaping our lives.
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continue reading
This is the audio podcast version of Troy Hunt's weekly update video published here: https://www.troyhunt.com/tag/weekly-update/
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continue reading
We help founders make something people want.
…
continue reading
Redefining AI is the 2024 New York Digital Award winning tech podcast! Discover a whole new take on Artificial Intelligence in joining host Lauren Hawker Zafer, a top voice in Artificial Intelligence on LinkedIn, for insightful chats that unravel the fascinating world of tech innovation, use case exploration and AI knowledge. Dive into candid discussions with accomplished industry experts and established academics. With each episode, you'll expand your grasp of cutting-edge technologies and ...
…
continue reading
A podcast about web design and development.
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continue reading
WSJ’s Bold Names brings you conversations with the leaders of the bold-named companies featured in the pages of The Wall Street Journal. Hosts Tim Higgins and Christopher Mims speak to CEOs and business leaders in interviews that challenge conventional wisdom and take you inside the decisions being made in the C-suite and beyond.
…
continue reading
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