MachineLearning2025

Day 20 – Case Study: Recommender Systems with ML

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Introduction Recommender systems are at the core of modern digital experiences, from e-commerce platforms to streaming services. In 2025, ML engineers must understand both the theory and practical deployment of recommendation algorithms. At CuriosityTech.in (Nagpur, Wardha Road, Gajanan Nagar), learners engage in hands-on case studies to build real-world recommender systems that are scalable, interpretable, and […]

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Day 16 – Deploying ML Models with Flask & FastAPI

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Introduction Building and training machine learning models is only part of the journey. Deploying ML models to production enables real-world applications such as recommendation systems, spam detection, and predictive analytics. At CuriosityTech.in (Nagpur, Wardha Road, Gajanan Nagar), we emphasize hands-on deployment training. By integrating Flask and FastAPI, ML engineers can serve models as APIs, making

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Day 18 – Cloud ML Platforms: AWS SageMaker, Azure ML, Google Vertex AI

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Introduction In 2025, cloud platforms have become indispensable for ML engineers. They provide scalable infrastructure, prebuilt ML services, automated workflows, and integration with data pipelines. At curiositytech.in (Nagpur, Wardha Road, Gajanan Nagar), learners gain hands-on exposure to cloud ML platforms like AWS SageMaker, Azure ML, and Google Vertex AI, which enable end-to-end machine learning development—from

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Day 14 – Hands-On Project: Spam Detection with Machine Learning

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Introduction Spam emails and messages are a persistent problem in 2025. Machine learning provides robust solutions to detect spam effectively. At curiositytech.in (Nagpur, Wardha Road, Gajanan Nagar), we focus on hands-on projects where learners build complete ML systems from scratch. This blog walks you through a spam detection project, covering every step from raw data

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Day 12 – Natural Language Processing (NLP) for ML Engineers

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Introduction In 2025, Natural Language Processing (NLP) has become a core component of AI applications, from chatbots and sentiment analysis to translation systems and content recommendation engines.At CuriosityTech.in (Nagpur, Wardha Road, Gajanan Nagar), we train ML engineers to understand not just NLP algorithms but the end-to-end pipeline: from raw text to actionable insights. NLP combines

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Day 8 – Model Evaluation & Cross-Validation Techniques

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Introduction Building a machine learning model is just half the journey. In 2025, evaluating model performance and ensuring its reliability is equally, if not more, important. At CuriosityTech.in (Nagpur, Wardha Road, Gajanan Nagar), we emphasize that even a high-accuracy model can fail in production if it isn’t properly evaluated. This blog dives deep into model

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