The book begins with the fundamentals of Machine Learning, covering core concepts such as supervised learning, unsupervised learning, reinforcement learning, data preprocessing, feature engineering, model evaluation, and performance optimization. Readers will gain hands-on knowledge of popular Machine Learning algorithms including Linear Regression, Logistic Regression, Decision Trees, Random Forest, Support Vector Machines (SVM), K-Nearest Neighbors (KNN), Naïve Bayes, Clustering, and Neural Networks.
Building on this foundation, the book introduces the exciting world of Generative AI, explaining how modern AI systems create text, images, code, audio, and other forms of content. It explores Large Language Models (LLMs), Transformers, Prompt Engineering, Retrieval-Augmented Generation (RAG), AI Agents, Fine-Tuning, Embeddings, Vector Databases, and responsible AI practices.
Readers will learn how to use Python and industry-leading libraries such as NumPy, Pandas, Matplotlib, Scikit-learn, TensorFlow, PyTorch, Hugging Face Transformers, LangChain, and OpenAI-compatible APIs to develop intelligent AI applications.
The book also includes numerous real-world projects and case studies, enabling readers to apply Machine Learning and Generative AI concepts to solve practical business problems across healthcare, finance, education, e-commerce, cybersecurity, manufacturing, and marketing.
To reinforce learning, every chapter contains:
Clear explanations with practical examples
Step-by-step coding exercises
Interview Questions and Answers
Multiple Choice Questions (MCQs)
Hands-on projects
Best practices and industry tips
Arvind Choudhary is an experienced Software Developer, Corporate Trainer, and Technology Mentor from India with around 12 years of professional experience in the IT industry. He has worked extensively for 8 years as a developer and 4 years as a corporate trainer, helping students, professionals, and organizations build strong technical skills in modern software technologies.
He specializes in Java Full Stack Development, Python Full Stack Development, MERN Stack, Flutter, Android Development, Artificial Intelligence (AI), Machine Learning (ML), Generative AI, Agentic AI, AI Agents, and Android Firmware Development.
Throughout his career, Arvind Choudhary has trained and mentored numerous students and working professionals through live projects, practical implementation, industry-focused training, and real-world application development. His teaching approach focuses on simplifying complex technical concepts into easy-to-understand practical learning experiences.
As an author and trainer, he is passionate about sharing knowledge in emerging technologies including Generative AI, AI Automation, Prompt Engineering, Large Language Models (LLMs), and modern software engineering practices. His goal is to help learners become industry-ready developers and technology innovators.
Arvind Choudhary continues to contribute to the technology community through technical training, content creation, software development, and educational initiatives focused on next-generation technologies.