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1 Month Preparation Plan

Untitled12 One-Month Preparation Plan for Group-Level AI Engineer/Architect Roles in Bangalore (2025 Market Landscape) ¶ Bangalore’s AI/ML job market demands expertise in cutting-edge technologies like Generative AI (GenAI) , Large Language Models (LLMs) , and MLOps , alongside proficiency in distributed systems (Kafka, Kubernetes) and advanced NLP/ML frameworks[2][3][5]. This plan balances theoretical depth, hands-on practice, and strategic interview preparation tailored to Bangalore’s competitive landscape. Week 1: Core AI/ML Foundations & Generative AI ¶ Days 1–3: Machine Learning & Deep Learning Refresher ¶ Topics : Supervised/unsupervised learning, neural architectures (CNNs, RNNs), optimization techniques (Adam, SGD), and evaluation metrics (F1, AUC-ROC)[12][18]. Tools : Scikit-learn, TensorFlow/PyTorch[2][16]. Practice : Fine-tune a ResNet-50 model on CIFAR-10 using PyTorch. Citation : Revisit linear algebra and probability basics[12][18]. ...