{"slug": "ask-hn-what-s-the-best-hands-on-path-to-learn-ml-inference-infrastructure", "title": "Ask HN: What's the best hands-on path to learn ML inference infrastructure?", "summary": "A backend engineer with 8+ years of experience in APIs, distributed systems, and cloud infrastructure is seeking advice on transitioning to ML inference infrastructure roles, asking HN for the best hands-on projects or experience that would convince hiring managers they are ready for model serving and batching work.", "body_md": "I'm a backend engineer with 8+ years of experience. Most of my work has been APIs, distributed systems, streaming/real-time systems and cloud-infra.\n\nI'm trying to move towards ML inference infrastructure: model serving, batching, etc. but based on my experience, it has been difficult to get a callback for such jobs.\n\nFor people working in this area: what projects or experience would actually convince you that a backend engineer is ready to work on inference infra?\n\nComments URL: [https://news.ycombinator.com/item?id=49062088](https://news.ycombinator.com/item?id=49062088)\n\nPoints: 2\n\n# Comments: 1", "url": "https://wpnews.pro/news/ask-hn-what-s-the-best-hands-on-path-to-learn-ml-inference-infrastructure", "canonical_source": "https://news.ycombinator.com/item?id=49062088", "published_at": "2026-07-26 20:28:13+00:00", "updated_at": "2026-07-26 20:52:21.512293+00:00", "lang": "en", "topics": ["artificial-intelligence", "machine-learning", "ai-infrastructure", "developer-tools"], "entities": ["Hacker News"], "alternates": {"html": "https://wpnews.pro/news/ask-hn-what-s-the-best-hands-on-path-to-learn-ml-inference-infrastructure", "markdown": "https://wpnews.pro/news/ask-hn-what-s-the-best-hands-on-path-to-learn-ml-inference-infrastructure.md", "text": "https://wpnews.pro/news/ask-hn-what-s-the-best-hands-on-path-to-learn-ml-inference-infrastructure.txt", "jsonld": "https://wpnews.pro/news/ask-hn-what-s-the-best-hands-on-path-to-learn-ml-inference-infrastructure.jsonld"}}