AKADITYA KALIDASinakforty7.hashnode.dev·Apr 20, 2025 · 5 min read🚀 Ultimate MLOps System Design & Interview Cheat Code🔧 MLOps System Design Pipeline (12 Stages) 1️⃣ Problem Framing & Data Requirements ⬇️ 2️⃣ Data Collection & Ingestion (APIs, databases, streaming) ⬇️ 3️⃣ Data Validation & Preprocessing (Schema checks, nulls, scaling) ⬇️ 4️⃣...00
AKADITYA KALIDASinakforty7.hashnode.dev·Apr 11, 2025 · 3 min read₹30 LPA MLOps Developer Cheat Sheet1. Foundations You Must Master Programming: Python (must-have) Bash scripting Basic Go YAML (IaC, K8s, etc.) ML/DS Basics: Supervised vs Unsupervised Learning Feature Engineering Model Evaluation Metrics Building ML Pipelines Version C...00
AKADITYA KALIDASinakforty7.hashnode.dev·Feb 24, 2025 · 3 min readMastering Kubernetes Deployments: ReplicaSets, Updates, and RollbacksIntroduction Kubernetes is a powerful container orchestration platform that automates application deployment, scaling, and management. In this blog, I will walk through an exercise covering ReplicaSets, Deployments, updating pods, rollout history, an...00
AKADITYA KALIDASinakforty7.hashnode.dev·Feb 24, 2025 · 2 min readKubernetes Pods: A Hands-on GuideIn this blog, I document my experience working with Kubernetes pods, covering imperative pod creation, YAML generation, and debugging errors. If you're new to Kubernetes or looking to solidify your basics, this is for you. Let's dive in! Task 1: Crea...00
