@datascibykashi: Want to move from Data Analyst → AI Engineer? Here’s the real roadmap companies expect in AI & Artificial Intelligence roles: 1️⃣ Strong Foundations Statistics, linear algebra, probability (Yes, analysts already have an advantage) 2️⃣ Advanced Python for AI NumPy, Pandas → Scikit-learn → TensorFlow / PyTorch 3️⃣ Machine Learning Core Regression, classification, clustering Model evaluation, cross-validation, bias vs variance 4️⃣ Deep Learning & AI Systems Neural networks, CNNs, RNNs, Transformers How AI models actually work in production 5️⃣ MLOps & Deployment APIs, Docker, model monitoring Because AI engineers don’t just train models — they ship them 6️⃣ AI Projects > Certificates End-to-end projects beat everything for AI Engineer jobs 💬 Comment to Boost Reach: Where are you right now? A) Data Analyst B) Learning ML C) Deep Learning stage D) Already building AI 👇 Comment A/B/C/D and I’ll reply with your next step. #creatorsearchinsights #artificialintelligence #ai #datascience #dataanalyst

Data Scientist | Kashi

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Sunday 04 January 2026 18:07:07 GMT