Part 5 : Machine Learning Project | iNeuron скачать в хорошем качестве

Part 5 : Machine Learning Project | iNeuron

Welcome to Part 5 of our Machine Learning Project series! In this session, we dive into the final stages of our machine learning journey: model deployment and evaluation. After weeks of data preprocessing, feature engineering, model training, and fine-tuning, it's time to deploy our trained machine learning model into production. Model deployment is a critical step in the machine learning pipeline, as it involves making our model accessible and usable by end-users in real-world scenarios. In this session we explore various techniques and best practices for deploying machine learning models in production environments. We discuss topics such as containerization, API development, cloud deployment, and scalability, ensuring that our model can handle large volumes of data and requests efficiently. But deploying a model is only half the battle. Once our model is deployed, we need to continuously monitor its performance and make necessary adjustments to ensure optimal results. That's where model evaluation comes into play. In this video, we delve into different metrics and techniques for evaluating model performance, such as accuracy, precision, recall, F1 score, ROC curves, and confusion matrices. We also discuss strategies for interpreting model results and communicating findings to stakeholders effectively. After all, the ultimate goal of any machine learning project is to drive actionable insights and decision-making based on data-driven evidence. Whether you're a seasoned data scientist or a beginner just starting in the field of machine learning, this video provides valuable insights and practical tips to help you successfully deploy and evaluate machine learning models in real-world scenarios. So, join us as we wrap up our machine learning project journey and take the final steps towards deploying and evaluating our model. Subscribe now and stay tuned for more exciting updates in our Machine Learning Project series! Enrol now:- https://ineuron.ai/course/end-to-end-... Phone: +91 8071176111 Website: https://ineuron.ai/ Instagram:   / official_ineuron.ai   Discord :  / discord   YouTube:    / @ineuronintelligence   Hindi:    / @ineurontechhindi   Tech News:    / @ineurontechnews   DevHub:    / @ineurondevhub   DevOps :    / @ineurondevops   Non Tech :    / @ineuronnontech   Linkedin:   / ineuron-ai   Twitter:   / ineuron_ai   Quora: https://www.quora.com/profile/INeuron...