{"product_id":"real-world-ml-projects-gilbert-gutizsrrez-9798309675623","title":"Real-World ML Projects: Hands-on Learning","description":"Machine learning is revolutionizing industries, but understanding theory alone isn't enough-you need hands-on experience to excel in the real world. \u003cb\u003eReal-World ML Projects: Hands-on Learning\u003c\/b\u003e is the ultimate guide to mastering machine learning through practical, end-to-end projects designed to solve real business problems. \u003cp\u003e\u003c\/p\u003eThis book, the sixth installment in the \"\u003ci\u003e\u003cb\u003eAI from Scratch: Step-by-Step Guide to Mastering Artificial Intelligence\u003c\/b\u003e\u003c\/i\u003e\" series, provides a structured, project-based approach to learning ML. Instead of just reading about algorithms, you'll work on industry-grade machine learning projects, covering everything from data collection and model training to deployment and scaling. \u003cp\u003e\u003c\/p\u003e\u003cb\u003eWhat You'll Learn: \u003c\/b\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eData Preparation \u0026amp; Feature Engineering\u003c\/b\u003e - Learn how to clean, preprocess, and engineer features from real-world datasets.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eSupervised \u0026amp; Unsupervised Learning\u003c\/b\u003e - Implement regression, classification, clustering, and anomaly detection models.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eDeep Learning \u0026amp; NLP\u003c\/b\u003e - Train CNNs for image recognition and build transformer-based NLP models.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eMLOps \u0026amp; Model Deployment\u003c\/b\u003e - Use Flask, Docker, Kubernetes, and cloud platforms to deploy scalable ML models.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003e10 Real-World Projects\u003c\/b\u003e - Solve industry-specific problems in finance, healthcare, retail, NLP, and Edge AI.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cb\u003eHands-On Machine Learning Projects Include: \u003c\/b\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003ePredicting House Prices\u003c\/b\u003e - Train regression models and deploy a web-based prediction tool.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eCustomer Churn Prediction\u003c\/b\u003e - Analyze customer behavior and build a churn detection model.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eSentiment Analysis on Social Media\u003c\/b\u003e - Implement NLP techniques to classify positive and negative sentiments.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eFraud Detection in Financial Transactions\u003c\/b\u003e - Use anomaly detection to identify fraudulent activities.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eDemand Forecasting for Retail\u003c\/b\u003e - Build time-series forecasting models to optimize inventory.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eImage Classification with CNNs\u003c\/b\u003e - Train a deep learning model to classify images with high accuracy.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eRecommender System for E-Commerce\u003c\/b\u003e - Implement collaborative and content-based filtering.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eChatbot with NLP\u003c\/b\u003e - Build and deploy a conversational AI chatbot.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eAutonomous Vehicle Simulation\u003c\/b\u003e - Train reinforcement learning models for self-driving cars.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eEdge AI with TinyML\u003c\/b\u003e - Deploy ML models on microcontrollers like Raspberry Pi and Arduino.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cb\u003eWhy This Book?\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eHands-On Approach\u003c\/b\u003e - Learn by doing with step-by-step guidance and real datasets.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eIndustry-Relevant Skills\u003c\/b\u003e - Gain experience with tools like TensorFlow, PyTorch, Scikit-Learn, and more.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eDeployment Focus\u003c\/b\u003e - Move beyond theory and learn to operationalize ML models.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eCutting-Edge Topics\u003c\/b\u003e - Explore AutoML, Large Language Models (LLMs), and Generative AI.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003ePractical Code Examples\u003c\/b\u003e - Get fully functional Python code for all projects.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cb\u003eWho Should Read This Book?\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eAspiring Data Scientists \u0026amp; ML Engineers\u003c\/b\u003e - Build a portfolio with real-world projects.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eSoftware Developers\u003c\/b\u003e - Learn to integrate machine learning into applications.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eBusiness Analysts \u0026amp; AI Enthusiasts\u003c\/b\u003e - Apply ML to solve practical problems.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eStudents \u0026amp; Researchers\u003c\/b\u003e - Get hands-on experience with industry-standard ML techniques.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cb\u003eTurn Your Knowledge into Action!\u003c\/b\u003e \u003cp\u003e\u003c\/p\u003eBy the end of this book, you'll have built a portfolio of real-world ML projects, mastered the ML workflow, and gained the confidence to deploy models in production. If you're ready to bridge the gap between theory and practice, this book is your roadmap to becoming an industry-ready machine learning expert. \u003cp\u003e\u003c\/p\u003e\u003ci\u003eStart building real-world machine learning solutions today!\u003c\/i\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Gilbert Gutiérrez\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798309675623\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 02\/06\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 508\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 2.57lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 11.00h x 8.50w x 1.02d","brand":"Gilbert Gutiérrez","offers":[{"title":"Paperback","offer_id":48217722061055,"sku":"9798309675623","price":29.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_009b7ef6-b19d-41bf-bae0-4ac6172b5930.jpg?v=1771999012","url":"https:\/\/www.whiterainbookhouse.com\/products\/real-world-ml-projects-gilbert-gutizsrrez-9798309675623","provider":"WR Book House","version":"1.0","type":"link"}